{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "E95jHM7cqdRT"
   },
   "outputs": [],
   "source": [
    "#!pip install pytorch-lightning timm optuna imagehash catboost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "NcTqEQ_7NFKq"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from catboost import CatBoostRegressor\n",
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.callbacks import EarlyStopping, LearningRateMonitor, ModelCheckpoint\n",
    "import optuna\n",
    "from optuna.integration import PyTorchLightningPruningCallback\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import os\n",
    "import shutil\n",
    "import cv2\n",
    "import gc\n",
    "from IPython.display import Image\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "from pet_finder_library import PetDataMining, PetDataLoader, PetFinderTransferModelBCE\n",
    "\n",
    "\n",
    "INPUT_DATA_PREFIX = '.'\n",
    "OUTPUT_DATA_PREFIX = '.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "Uw5_1TfITJrb"
   },
   "outputs": [],
   "source": [
    "#!unzip \"/content/drive/MyDrive/data_science/petfinder-pawpularity-score.zip\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "id": "qYPu_Kw_LciV",
    "outputId": "c385e947-1200-40b4-8526-520a14a30ff6"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"files/petfinder_logo.JPG\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qvTOIAUWKhnn"
   },
   "source": [
    "# ВВЕДЕНИЕ\n",
    "\n",
    "Оценка привлекательности по фотографии – одно из интересных направлений в области компьютерного зрения. Например, нейросеть Photofeeler D3 [1] умеет определять три качества человека по его фотографии: привлекательность, уровень интеллекта и безопасность. Данную модель используют сайты знакомств для рекомендаций улучшений фотографий для своих клиентов. Например, человек может запустить программу с данной нейронной сетью, а она в режиме реального времени выполняет оценку того, как человек выглядит в кадре с точки зрения привлекательности для противоположного пола. И таким образом человек сможет подобрать позу, одежду и аксессуары для получения максимального результата на сайте знакомств. Такие нейронные сети выглядят полезными и очень выгодными с точки зрения коммерции.\n",
    "\n",
    "Так же данное направление может использоваться не только для коммерческих целей. Например, для помощи найти бездомному животному хорошего хозяина. Миллионы бездомных животных страдают на улицах или подвергаются эвтаназии в приютах каждый день по всему миру. Можно ожидать, что домашние животные с привлекательными фотографиями вызовут больший интерес и найдут своих будущих хозяев быстрее. \n",
    "\n",
    "PetFinder.my - это ведущая платформа защиты животных Малайзии, в которой представлено более 180 000 животных. Компания предложила соревнование «Pawpularity Contest» на платформе Kaggle [2] с целью получения модели предсказания привлекательности домашних животных по фотографии. Целью данной работы является создание модели для данного соревнования.\n",
    "\n",
    "# Список полезных источников\n",
    "\n",
    "[1] Photofeeler-D3: A Neural Network with Voter Modeling for Dating Photo Impression Prediction (https://arxiv.org/abs/1904.07435)\n",
    "\n",
    "[2] PetFinder.my – Pawpularity Contest (https://www.kaggle.com/c/petfinder-pawpularity-score/overview)\n",
    "\n",
    "[3] Ноутбук с анализом данных для PetFinder Pawpularity Contest (https://github.com/inject0r1945/ds_projects/blob/main/kaggle/PetFinder.me_Pawpularity_Contest/petfinder_EDA.ipynb)\n",
    "\n",
    "[4] Ноутбук с демонстрацией генерации новых признаков и удаления дубликатов (https://github.com/inject0r1945/ds_projects/blob/main/kaggle/PetFinder.me_Pawpularity_Contest/petfinder_data_mining.ipynb)\n",
    "\n",
    "[5] Разработанная библиотека для построения модели (https://github.com/inject0r1945/ds_projects/blob/main/kaggle/PetFinder.me_Pawpularity_Contest/pet_finder_library.py)\n",
    "\n",
    "[6] Пример оптимизации модели с Optuna (https://github.com/inject0r1945/ds_projects/blob/main/kaggle/PetFinder.me_Pawpularity_Contest/petfinder_hyperopt.ipynb)\n",
    "\n",
    "[7] Файлы весов для обученных в ноутбуке моделей (https://disk.yandex.ru/d/IZotUcQa_1aw6Q)\n",
    "\n",
    "# 1\tПостановка задачи\n",
    "\n",
    "На соревновании [2] представлен датасет из 9912 фотографий с домашними животными. Для каждой фотографии существует оценка привлекательности (pawpularity) от 0 до 100.\n",
    "Оценка привлекательности рассчитывалась на основе статистики просмотра страниц каждого профиля питомца на страницах списка с использованием алгоритма, который нормализует данные трафика с разных платформ (веб, мобильные). Повторяющиеся просмотры, посещения поисковых роботов и спонсируемые профили исключаются для анализа.\n",
    "Требуется реализовать модель, которая сможет предсказать оценку привлекательности фотографии из данной методики расчета.\n",
    "\n",
    "Итоговое качество модели на соревновании оценивается с помощью RMSE.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "96JOwYgFhqM6"
   },
   "source": [
    "# 2 Описание модели\n",
    "\n",
    "На слайде приведена схема результирующей ансамблевой модели. Ансамбль состоит из блока основной модели и дополнительной. Дополнительная модель является опциональной и была введена для улучшения результатов основной модели.\n",
    "\n",
    "Вначале данные разбиваются на пять фолдов, для каждого фолда обучается отдельная модель экстрактора признаков и полносвязной сети. Архитектура экстрактора признаков и полносвязной сети являются гиперпараметрами, которые можно изменять на лету. Если дополнительная модель не подключена, то с  выхода полносвязной сети с каждого фолда получаем предсказания и усредняем.\n",
    "\n",
    "Если подключена дополнительная модель, то на ее вход поступает выходы каждого фолда из экстрактора признаков, которые конкатенируются с дополнительными признаками. В результате будут усредняться предсказания двух моделей с помощью установленных весов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 427
    },
    "id": "i5T9bwuRgj5u",
    "outputId": "eb2f9edb-c9db-421b-c7f6-5af85c366971"
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"files/network_schema.JPG\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mFYgHQXOWq73"
   },
   "source": [
    "В качестве экстратора признаков выбрана классификационная модель PetFinderTransferModelBCE без использования дополнительных признаков. Дополнительные признаки будет передавать только в блок моделей градиентного бустинга. Для экстраторка признаков используем SWIN Transformer (swin_base_patch4_window7_224_in22k). В качестве модели градиентного бустинга будем использовать CatBoost.\n",
    "\n",
    "Предобученные веса для всех моделей можно загрузить по ссылке [7]. Данные веса были получены с помощью этого ноутбука.\n",
    "\n",
    "Далее будет рассмотрены реализованные классы из библиотеки pet_finder_library для построения модели.\n",
    "\n",
    "Для построения модели в библиотеке [5] разработаны следующие классы:\n",
    "\n",
    "- TransferNet (генерация модели для экстрактора признаков и полносвязной сети);\n",
    "- PetDataMining (предобработка данных для обучения, генерация новых признаков с использованием детектора YoloV5, подробно в [4]);\n",
    "- PetDataSet (хранилище данных для входа модели);\n",
    "- PetDataLoader (загрузчик данных, использующий PetDataSet);\n",
    "- PetFinderTransferModel (регрессионная модель, использующая функцию ошибки RMSE);\n",
    "- PetFinderTransferModelWithAddFeatures(регрессионная модель, использующая функцию ошибки RMSE и все дополнительные признаки);\n",
    "- PetFinderTransferModelBCE (модель классификации, использующая функцию ошибки Binary Cross Entropy);\n",
    "- PetFinderTransferModelBCEWithAddFeatures(модель классификации, использующая функцию ошибки Binary Cross Entropy и все дополнительные признаки).\n",
    "\n",
    "Код с комментариями можно посмотреть в [5].\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cez88zrWh6lN"
   },
   "source": [
    "# 3 Демонстрация модели\n",
    "\n",
    "Для демонстрации будет реализована полная схема модели с блоком моделей градиентного бустинга.\n",
    "\n",
    "В качестве экстратора признаков возьмем классификационную модель PetFinderTransferModelBCE без использования дополнительных признаков. \n",
    "\n",
    "Дополнительные признаки будет передавать только в блок моделей градиентного бустинга. Для экстратора признаков используем SWIN Transformer (swin_base_patch4_window7_224_in22k).\n",
    "\n",
    "В качестве модели градиентного бустинга будем использовать CatBoost.\n",
    "\n",
    "## 3.1 Конфигурация модели\n",
    "\n",
    "Предполагается, что у нас уже есть предобработанные данные с помощью детекции в файле files/mining_train.csv . Предобработать данные можно с помощью ноутбука [4].\n",
    "\n",
    "Обработка данных и формирования файла для обучения описаны в другом ноутбуке, посвященному майнингу данных с помощью детекции. Описание параметров можно найти в описании классов в разработанной библиотеке [5].\n",
    "\n",
    "Данные гиперпараметры были подобраны с помощью Optuna на модели PetFinderTransferModelBCEWithAddFeatures. Пример оптимизации модели можно найти в ноутбуке [6]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "O8nDPGh8TFsK"
   },
   "outputs": [],
   "source": [
    "SEED = 42\n",
    "\n",
    "config = {'seed': SEED,\n",
    "          'get_optim_params': False,\n",
    "          'orig_train_csv': f'{INPUT_DATA_PREFIX}/train.csv',\n",
    "          'orig_test_csv': f'{INPUT_DATA_PREFIX}/test.csv',\n",
    "          'model': {\n",
    "              'model_name': 'swin_base_patch4_window7_224_in22k', \n",
    "              'output_dims': [1022, 1], \n",
    "              'use_weights': False, \n",
    "              'plot_epoch_loss': True,\n",
    "              'dropout': 0.3232967040113801, \n",
    "              'learning_rate': 4.812096281914617e-06, \n",
    "              'l2_regularization': 0.2766337962203344,\n",
    "              'adam_betas': (0.37438095497909607, 0.7504122450294624),\n",
    "              'pretrained': True,\n",
    "              'seed': SEED,\n",
    "              'full_trainable': True,\n",
    "              'use_mixup': True,\n",
    "              'mixup_alpha': 0.5, \n",
    "              'mixup_prob': 0.5,\n",
    "          },\n",
    "          'dataloader': {\n",
    "              'seed': SEED,\n",
    "              'n_splits': 5,\n",
    "              'size_dataset': None,\n",
    "              'use_kldiv': False,\n",
    "              'train_photo_dir': f'{INPUT_DATA_PREFIX}/train/',\n",
    "              'test_photo_dir': f'{INPUT_DATA_PREFIX}/test/',\n",
    "              'train_csv': \"files/mining_train.csv\",\n",
    "              'test_csv': \"mining_test.csv\",\n",
    "              'dataset_params': {\n",
    "                    'gaussian_sigma': 2,\n",
    "                    'pca_for_add_features': False,\n",
    "                    'std_for_add_features': True,\n",
    "                    'p_vflip': 0.5,\n",
    "                    'p_hflip': 0.5,\n",
    "                    'val_augmentation': False,\n",
    "                    'train_augmentation': True,\n",
    "                    'image_size': 224,\n",
    "                    'class_weights': None,\n",
    "                    'seed': SEED,\n",
    "               },\n",
    "              'train_loader_params': {\n",
    "                    'batch_size': 32,\n",
    "                    'shuffle': True,\n",
    "                    'num_workers': 2,\n",
    "                    'pin_memory': False,\n",
    "                    'drop_last': True,\n",
    "              },\n",
    "              'val_loader_params': {\n",
    "                    'batch_size': 32,\n",
    "                    'shuffle': False,\n",
    "                    'num_workers': 2,\n",
    "                    'pin_memory': False,\n",
    "                    'drop_last': False\n",
    "              },\n",
    "              'test_loader_params': {\n",
    "                    'batch_size': 1,\n",
    "                    'shuffle': False,\n",
    "                    'num_workers': 2,\n",
    "                    'pin_memory': False,\n",
    "                    'drop_last': False\n",
    "              }\n",
    "          },\n",
    "         'trainer': {\n",
    "              'max_epochs': 20,\n",
    "              'gpus': 1 if torch.cuda.is_available() else 0,\n",
    "              'progress_bar_refresh_rate': 10,\n",
    "              'resume_from_checkpoint': None,\n",
    "          },\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OpQnwJfAQkd-"
   },
   "source": [
    "Модель требует указания ссылки в том числе и на датасет для теста. Поэтому предобработаем его и сохраним в файл."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7_PF4tcWOi_Y",
    "outputId": "d105791c-4795-42c3-e7d6-738565199156"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /root/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-1-21 torch 1.10.0+cu111 CUDA:0 (Tesla P100-PCIE-16GB, 16281MiB)\n",
      "\n",
      "Fusing layers... \n",
      "Model Summary: 574 layers, 140730220 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "100%|██████████| 8/8 [00:01<00:00,  7.85it/s]\n"
     ]
    }
   ],
   "source": [
    "data_miner = PetDataMining(petfinder_csv=config['orig_test_csv'], drop_duplicates=False, plot_duplicate=False,\n",
    "                 duplicate_thresh=0.9, plot_detector=False,\n",
    "                 image_filepath=config['dataloader']['test_photo_dir'])\n",
    "test_mining_df = data_miner.start()\n",
    "test_mining_df.to_csv(config['dataloader']['test_csv'], index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "12zEANXMkCD1"
   },
   "source": [
    "## 3.2 Обучение экстрактора признаков и полносвязной сети\n",
    "\n",
    "Разбиваем данные на 5 фолдов с помощью параметра n_splits в конфигурации загрузчика. Для каждого фолда обучаем отдельную модель нейронной сети и сохраняем веса на диск.\n",
    "\n",
    "Включаем раннюю остановку обучения по значению RMSE на валидационной части. Если в течении 3 эпох RMSE не изменится на 0.01, то обучение модели будет остановленно, будут загружены веса с наилучшим значением RMSE на валидации."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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     ]
    },
    "id": "9ZgKGdi9UnAr",
    "outputId": "fdaed6fe-7222-48e9-9523-a04519932ef4"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "kfold_pet_dataloaders = PetDataLoader.create_kfold_loaders(**config['dataloader'])\n",
    "kfold_models = []\n",
    "kfold_best_models = []\n",
    "\n",
    "for fold_number in range(len(kfold_pet_dataloaders)):\n",
    "\n",
    "    torch.cuda.empty_cache()\n",
    "\n",
    "    pet_dataloader = kfold_pet_dataloaders[fold_number]\n",
    "\n",
    "    model = PetFinderTransferModelBCE(**config['model'])\n",
    "    checkpoint = ModelCheckpoint(dirpath='checkpoint/', monitor='rmse_val_loss', mode='min')\n",
    "    callbacks = [\n",
    "            EarlyStopping('rmse_val_loss', min_delta=0.01, patience=3, mode='min'), \n",
    "            checkpoint\n",
    "        ]\n",
    "\n",
    "    trainer = pl.Trainer(**config['trainer'], callbacks=callbacks)\n",
    "    trainer.fit(model, pet_dataloader)\n",
    "\n",
    "    best_model = PetFinderTransferModelBCE.load_from_checkpoint(checkpoint.best_model_path)\n",
    "    torch.save(best_model.state_dict(), f'{OUTPUT_DATA_PREFIX}/petfinder_transfermodel_std_swin_bce_mixup_{fold_number}.pth')\n",
    "    \n",
    "    best_model.eval()\n",
    "    kfold_best_models.append(best_model)\n",
    "    \n",
    "    model.eval()\n",
    "    kfold_models.append(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "TYjlzv3PaRlo",
    "outputId": "2e5f0e86-f01b-44ff-c558-14a142c59ca4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель с FOLD #0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель с FOLD #1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель с FOLD #2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель с FOLD #3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель с FOLD #4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, model in enumerate(kfold_models):\n",
    "    print(f'Модель с FOLD #{idx}')\n",
    "    model.plot_history_loss(clear_output=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y02wwNakk5tK"
   },
   "source": [
    "## 3.3 Обучение блока моделей CatBoost\n",
    "\n",
    "Загружаем предобученные модели нейронной сети (экстрактор признаков + полносвязная сеть)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ON7K3LhtuKmA",
    "outputId": "6d47e398-c8a0-4101-9963-e51079ffc47d"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n",
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n",
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n",
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n",
      "Loading pretrained weights from url (https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window7_224_22k.pth)\n"
     ]
    }
   ],
   "source": [
    "pet_kfold_dataloaders = PetDataLoader.create_kfold_loaders(**config['dataloader'])\n",
    "# настраиваем обратный порядок фолдов датасета. Цель - модель SVR и NN должны обучаться на разных данных.\n",
    "pet_kfold_dataloaders = pet_kfold_dataloaders[::-1]\n",
    "\n",
    "# Если True, то загружаем веса с диска, сохраненные при обучении модели.\n",
    "# Иначе используем модели из kfold_best_models\n",
    "nn_load_from_disk = False\n",
    "\n",
    "if nn_load_from_disk:\n",
    "    kfold_nn_models = []\n",
    "    models_num = 5\n",
    "    for index in range(models_num):\n",
    "        model = PetFinderTransferModelBCE(**config['model'])\n",
    "        model.load_state_dict(torch.load(f'{OUTPUT_DATA_PREFIX}/petfinder_transfermodel_std_swin_bce_mixup_{index}.pth'))\n",
    "        model.eval()\n",
    "        model.to('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "        kfold_nn_models.append(model)\n",
    "else:\n",
    "    kfold_nn_models = kfold_best_models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zw2smbeMUXnT"
   },
   "source": [
    "Параметры CatBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "id": "VtsaiTS2IaO6"
   },
   "outputs": [],
   "source": [
    "cb_params = {'loss_function' : 'RMSE',\n",
    "                     'eval_metric' : 'RMSE',\n",
    "                     'iterations' : 20000,\n",
    "                     'od_type': 'Iter', \n",
    "                     'od_wait': 200,\n",
    "                     'learning_rate' : 0.002,\n",
    "                     'task_type' : 'GPU' if torch.cuda.is_available() else 'CPU',\n",
    "                     'devices' : '0',\n",
    "                     'verbose' : 0,\n",
    "                     'random_seed': 42}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pzMksQHUUkN2"
   },
   "source": [
    "### 3.3.1 Получение данных для обучения модели CatBoost\n",
    "\n",
    "Для обучения CatBoost требуется сформировать матрицу NxM. Где N - число изображений в обучающем датасете. А M - размер признаков из нейронной сети.\n",
    "\n",
    "А так же необходимо сформировать вектор целевых значений обучающего датасета размером N."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "id": "cnYWOSB3PHGF"
   },
   "outputs": [],
   "source": [
    "# Тренировочные данные для входа CatBoost каждого фолда\n",
    "fold_train_embeddings = []\n",
    "# Валидационные целевые значения для входа CatBoost каждого фолда\n",
    "fold_train_targets = []\n",
    "\n",
    "for fold_number, nn_model in enumerate(kfold_nn_models):\n",
    "    \n",
    "    # Получаем загрузчик данных для fold_number\n",
    "    pet_dataloader = pet_kfold_dataloaders[fold_number]\n",
    "    \n",
    "    # Количество батчей в загрузчике на обучении\n",
    "    train_batch_count = len(pet_dataloader.train_dataloader())\n",
    "    # Размер одного батча на обучении\n",
    "    train_batch_size = config['dataloader']['train_loader_params']['batch_size']\n",
    "    # Количество изображений в фолде на обучении\n",
    "    train_data_length = train_batch_count * train_batch_size\n",
    "    \n",
    "    # Тензор с данными для обучения CatBoost\n",
    "    train_embeddings = None\n",
    "    # Тензор с целевыми метками для обучения CatBoost\n",
    "    train_targets = torch.zeros(size=[1,train_data_length], dtype=torch.float32)\n",
    "\n",
    "    for idx, data_batch in enumerate(pet_dataloader.train_dataloader()):\n",
    "        data_batch['x_data'] = data_batch['x_data'].cuda()\n",
    "        \n",
    "        # Получаем фичи из экстрактора признаков для батча\n",
    "        with torch.no_grad():\n",
    "            _, batch_features = nn_model(data_batch, sigmoid=False, return_features=True)\n",
    "            \n",
    "        batch_features = batch_features.detach().cpu()\n",
    "\n",
    "        if train_embeddings is None:\n",
    "            # Создаем тензор обущающих данных из экстрактора признаков.\n",
    "            # Количество строк равно train_data_length.\n",
    "            # А количество колонов равно размеру выхода экстратора признаков + кол-во доп. признаков\n",
    "            backbone_features_count = batch_features.shape[1]\n",
    "            add_features_count = data_batch['additional_features'].shape[1]\n",
    "            train_embeddings = torch.zeros(size=[train_data_length, backbone_features_count+add_features_count], dtype=torch.float32)\n",
    "\n",
    "        # Соединияем данные из экстрактора признаков с дополнительными фичами\n",
    "        result_embeddings = torch.hstack([batch_features, data_batch['additional_features']])\n",
    "        \n",
    "        # Формируем матрицу обучающих данных из экстрактора признаков\n",
    "        train_embeddings[train_batch_size*idx:train_batch_size*idx+train_batch_size] = result_embeddings\n",
    "        # Формируем вектор целевых значений оценки привлекательности для обучения\n",
    "        train_targets[:, train_batch_size*idx:train_batch_size*idx+train_batch_size] = data_batch['pawpularity']\n",
    "        \n",
    "        del(batch_features)\n",
    "        del(data_batch)\n",
    "        gc.collect()\n",
    "        torch.cuda.empty_cache()\n",
    "\n",
    "    train_embeddings = train_embeddings.numpy()\n",
    "    train_targets = train_targets.numpy().flatten()  \n",
    "\n",
    "    fold_train_embeddings.append(train_embeddings)\n",
    "    fold_train_targets.append(train_targets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1T3JECDLVm4a"
   },
   "source": [
    "### 3.3.2 Формирование данных для валидации модели CatBoost\n",
    "\n",
    "Для валидации CatBoost требуется сформировать аналогичную матрицу NxM и вектор целевых значений размером N из датасета валидации.\n",
    "\n",
    "Так же в данном цикле будем сохранять предсказания нейронной сети на валидации, потребуются для итогового усреднения результата."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "id": "21u0uYSYPMPA"
   },
   "outputs": [],
   "source": [
    "# Валидационные данные для входа CatBoost каждого фолда\n",
    "fold_val_embeddings = []\n",
    "# Валидационные целевые значения  для входа CatBoost каждого фолда\n",
    "fold_val_targets = []\n",
    "# Предсказания нейронной сети для усреднения оценок с CatBoost для каждого фолда\n",
    "fold_val_nn_predictions = []\n",
    "\n",
    "for fold_number, nn_model in enumerate(kfold_nn_models):\n",
    "\n",
    "    # Получаем загрузчик данных для fold_number\n",
    "    pet_dataloader = pet_kfold_dataloaders[fold_number]\n",
    "\n",
    "    # Количество батчей в загрузчике на валидации\n",
    "    val_batch_count = len(pet_dataloader.val_dataloader())\n",
    "    # Размер одного батча на валидации\n",
    "    val_batch_size = config['dataloader']['val_loader_params']['batch_size']\n",
    "    # Количество изображений в фолде на валидации\n",
    "    val_data_length = val_batch_count * val_batch_size\n",
    "    \n",
    "    # Тензор с данными для валидации CatBoost\n",
    "    val_embeddings = None\n",
    "    # Вектор с целевыми метками для валидации CatBoost\n",
    "    val_targets = torch.zeros(size=[1,val_data_length], dtype=torch.float32)\n",
    "    # Вектор с предсказаниями нейронной сети на валидации\n",
    "    val_nn_predictions = torch.zeros(size=[1,val_data_length], dtype=torch.float32)\n",
    "    \n",
    "    for idx, data_batch in enumerate(pet_dataloader.val_dataloader()):\n",
    "        data_batch['x_data'] = data_batch['x_data'].cuda()\n",
    "        \n",
    "        # Получаем фичи из экстрактора признаков для батча\n",
    "        with torch.no_grad():\n",
    "            nn_logits, batch_features = nn_model(data_batch, sigmoid=True, return_features=True)\n",
    "            \n",
    "        nn_logits = nn_logits.detach().cpu()\n",
    "        batch_features = batch_features.detach().cpu()\n",
    "\n",
    "        if val_embeddings is None:\n",
    "            # Создаем матрицу валидационных данных из экстрактора признаков.\n",
    "            # Количество строк равно val_data_length.\n",
    "            # А количество колонов равно размеру выхода экстратора признаков + кол-во доп. признаков\n",
    "            backbone_features_count = batch_features.shape[1]\n",
    "            add_features_count = data_batch['additional_features'].shape[1]\n",
    "            val_embeddings = torch.zeros(size=[val_data_length, backbone_features_count+add_features_count], dtype=torch.float32)\n",
    "\n",
    "        # Соединияем данные из экстрактора признаков с дополнительными фичами\n",
    "        result_embeddings = torch.hstack([batch_features, data_batch['additional_features']])\n",
    "        \n",
    "        # Последний батч может отличаться по размеру, поэтолму последний батч будем обрабатывать отдельно\n",
    "        # и учитывать его размер\n",
    "        if idx != (val_batch_count - 1):\n",
    "            val_embeddings[val_batch_size*idx:val_batch_size*idx+val_batch_size] = result_embeddings\n",
    "            val_targets[:, val_batch_size*idx:val_batch_size*idx+val_batch_size] = data_batch['pawpularity']\n",
    "            val_nn_predictions[:, val_batch_size*idx:val_batch_size*idx+val_batch_size] = nn_logits * 100\n",
    "        else:\n",
    "            val_embeddings[val_batch_size*idx:val_batch_size*idx+len(result_embeddings)] = result_embeddings\n",
    "            val_targets[:, val_batch_size*idx:val_batch_size*idx+len(result_embeddings)] = data_batch['pawpularity']\n",
    "            val_nn_predictions[:, val_batch_size*idx:val_batch_size*idx+len(result_embeddings)] = nn_logits * 100\n",
    "            \n",
    "            val_embeddings = val_embeddings[:val_batch_size*idx+len(result_embeddings)]\n",
    "            val_targets = val_targets[:, :val_batch_size*idx+len(result_embeddings)]\n",
    "            val_nn_predictions = val_nn_predictions[:, :val_batch_size*idx+len(result_embeddings)]\n",
    "        \n",
    "        del(batch_features)\n",
    "        del(data_batch)\n",
    "        gc.collect()\n",
    "        torch.cuda.empty_cache()   \n",
    "\n",
    "    val_embeddings = val_embeddings.numpy()\n",
    "    val_targets = val_targets.numpy().flatten()\n",
    "    val_nn_predictions = val_nn_predictions.numpy().flatten()\n",
    "\n",
    "    fold_val_embeddings.append(val_embeddings)\n",
    "    fold_val_targets.append(val_targets)\n",
    "    fold_val_nn_predictions.append(val_nn_predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xExiic2ZWNzU"
   },
   "source": [
    "### 3.3.3 Обучение моделей CatBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "id": "4x9ZBfOcr5pH"
   },
   "outputs": [],
   "source": [
    "# Вес для предсказаний модели CatBoost\n",
    "w_catboost = 0.5\n",
    "# Вес для предсказаний нейронной сети\n",
    "w_nn = 1 - w_catboost\n",
    "\n",
    "assert (w_catboost + w_nn) == 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "76xSXZCuH1NS",
    "outputId": "12479556-d0f4-4c35-9bdc-98829e36e6a7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Custom logger is already specified. Specify more than one logger at same time is not thread safe."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "10550:\tlearn: 13.3368787\ttest: 15.6615278\tbest: 15.6614539 (10544)\ttotal: 7m 48s\tremaining: 6m 59s\n",
      "10600:\tlearn: 13.3253700\ttest: 15.6608338\tbest: 15.6607888 (10599)\ttotal: 7m 50s\tremaining: 6m 56s\n",
      "10650:\tlearn: 13.3131047\ttest: 15.6607888\tbest: 15.6607888 (10599)\ttotal: 7m 52s\tremaining: 6m 54s\n",
      "10700:\tlearn: 13.3019527\ttest: 15.6594726\tbest: 15.6593729 (10698)\ttotal: 7m 54s\tremaining: 6m 52s\n",
      "10750:\tlearn: 13.2900506\ttest: 15.6589750\tbest: 15.6588570 (10737)\ttotal: 7m 56s\tremaining: 6m 50s\n",
      "10800:\tlearn: 13.2797013\ttest: 15.6593096\tbest: 15.6588479 (10751)\ttotal: 7m 58s\tremaining: 6m 47s\n",
      "10850:\tlearn: 13.2683142\ttest: 15.6589006\tbest: 15.6588479 (10751)\ttotal: 8m 1s\tremaining: 6m 45s\n",
      "10900:\tlearn: 13.2567843\ttest: 15.6585634\tbest: 15.6584054 (10887)\ttotal: 8m 3s\tremaining: 6m 43s\n",
      "10950:\tlearn: 13.2457186\ttest: 15.6580298\tbest: 15.6580131 (10949)\ttotal: 8m 5s\tremaining: 6m 41s\n",
      "11000:\tlearn: 13.2343898\ttest: 15.6577275\tbest: 15.6575225 (10977)\ttotal: 8m 7s\tremaining: 6m 38s\n",
      "11050:\tlearn: 13.2222209\ttest: 15.6574546\tbest: 15.6572896 (11032)\ttotal: 8m 9s\tremaining: 6m 36s\n",
      "11100:\tlearn: 13.2106165\ttest: 15.6575042\tbest: 15.6572896 (11032)\ttotal: 8m 11s\tremaining: 6m 34s\n",
      "11150:\tlearn: 13.1994519\ttest: 15.6577847\tbest: 15.6572896 (11032)\ttotal: 8m 14s\tremaining: 6m 32s\n",
      "11200:\tlearn: 13.1876878\ttest: 15.6575559\tbest: 15.6570121 (11177)\ttotal: 8m 16s\tremaining: 6m 29s\n",
      "11250:\tlearn: 13.1773992\ttest: 15.6568238\tbest: 15.6568238 (11250)\ttotal: 8m 18s\tremaining: 6m 27s\n",
      "11300:\tlearn: 13.1661835\ttest: 15.6559458\tbest: 15.6557761 (11272)\ttotal: 8m 20s\tremaining: 6m 25s\n",
      "11350:\tlearn: 13.1549479\ttest: 15.6555868\tbest: 15.6555569 (11338)\ttotal: 8m 22s\tremaining: 6m 23s\n",
      "11400:\tlearn: 13.1442338\ttest: 15.6548682\tbest: 15.6548682 (11400)\ttotal: 8m 25s\tremaining: 6m 20s\n",
      "11450:\tlearn: 13.1324976\ttest: 15.6551938\tbest: 15.6547811 (11408)\ttotal: 8m 27s\tremaining: 6m 18s\n",
      "11500:\tlearn: 13.1208950\ttest: 15.6551766\tbest: 15.6547811 (11408)\ttotal: 8m 29s\tremaining: 6m 16s\n",
      "11550:\tlearn: 13.1096806\ttest: 15.6544003\tbest: 15.6542403 (11532)\ttotal: 8m 31s\tremaining: 6m 14s\n",
      "11600:\tlearn: 13.0985221\ttest: 15.6546738\tbest: 15.6542403 (11532)\ttotal: 8m 33s\tremaining: 6m 12s\n",
      "11650:\tlearn: 13.0877150\ttest: 15.6540828\tbest: 15.6540129 (11630)\ttotal: 8m 36s\tremaining: 6m 9s\n",
      "11700:\tlearn: 13.0749372\ttest: 15.6540858\tbest: 15.6540129 (11630)\ttotal: 8m 38s\tremaining: 6m 7s\n",
      "11750:\tlearn: 13.0636050\ttest: 15.6540813\tbest: 15.6539152 (11746)\ttotal: 8m 40s\tremaining: 6m 5s\n",
      "11800:\tlearn: 13.0525622\ttest: 15.6540053\tbest: 15.6538331 (11770)\ttotal: 8m 42s\tremaining: 6m 3s\n",
      "11850:\tlearn: 13.0414406\ttest: 15.6533474\tbest: 15.6533292 (11845)\ttotal: 8m 44s\tremaining: 6m\n",
      "11900:\tlearn: 13.0311394\ttest: 15.6526252\tbest: 15.6526156 (11888)\ttotal: 8m 47s\tremaining: 5m 58s\n",
      "11950:\tlearn: 13.0210057\ttest: 15.6524343\tbest: 15.6522317 (11909)\ttotal: 8m 49s\tremaining: 5m 56s\n",
      "12000:\tlearn: 13.0097510\ttest: 15.6519552\tbest: 15.6518276 (11996)\ttotal: 8m 51s\tremaining: 5m 54s\n",
      "12050:\tlearn: 12.9981616\ttest: 15.6522641\tbest: 15.6516604 (12015)\ttotal: 8m 53s\tremaining: 5m 52s\n",
      "12100:\tlearn: 12.9861571\ttest: 15.6521963\tbest: 15.6516604 (12015)\ttotal: 8m 55s\tremaining: 5m 49s\n",
      "12150:\tlearn: 12.9752485\ttest: 15.6515535\tbest: 15.6515333 (12149)\ttotal: 8m 58s\tremaining: 5m 47s\n",
      "12200:\tlearn: 12.9638119\ttest: 15.6509685\tbest: 15.6509685 (12200)\ttotal: 9m\tremaining: 5m 45s\n",
      "12250:\tlearn: 12.9533105\ttest: 15.6500117\tbest: 15.6499803 (12248)\ttotal: 9m 2s\tremaining: 5m 43s\n",
      "12300:\tlearn: 12.9422153\ttest: 15.6497569\tbest: 15.6497569 (12300)\ttotal: 9m 4s\tremaining: 5m 40s\n",
      "12350:\tlearn: 12.9313887\ttest: 15.6493567\tbest: 15.6491419 (12328)\ttotal: 9m 6s\tremaining: 5m 38s\n",
      "12400:\tlearn: 12.9204228\ttest: 15.6484079\tbest: 15.6484079 (12400)\ttotal: 9m 9s\tremaining: 5m 36s\n",
      "12450:\tlearn: 12.9098627\ttest: 15.6478643\tbest: 15.6476135 (12442)\ttotal: 9m 11s\tremaining: 5m 34s\n",
      "12500:\tlearn: 12.8991708\ttest: 15.6479904\tbest: 15.6476135 (12442)\ttotal: 9m 13s\tremaining: 5m 31s\n",
      "12550:\tlearn: 12.8886549\ttest: 15.6475238\tbest: 15.6475238 (12550)\ttotal: 9m 15s\tremaining: 5m 29s\n",
      "12600:\tlearn: 12.8789701\ttest: 15.6471125\tbest: 15.6471125 (12600)\ttotal: 9m 17s\tremaining: 5m 27s\n",
      "12650:\tlearn: 12.8690059\ttest: 15.6470537\tbest: 15.6470228 (12637)\ttotal: 9m 19s\tremaining: 5m 25s\n",
      "12700:\tlearn: 12.8573940\ttest: 15.6458955\tbest: 15.6458955 (12700)\ttotal: 9m 22s\tremaining: 5m 23s\n",
      "12750:\tlearn: 12.8471992\ttest: 15.6458509\tbest: 15.6456523 (12739)\ttotal: 9m 24s\tremaining: 5m 20s\n",
      "12800:\tlearn: 12.8361521\ttest: 15.6448436\tbest: 15.6448436 (12800)\ttotal: 9m 26s\tremaining: 5m 18s\n",
      "12850:\tlearn: 12.8267457\ttest: 15.6448552\tbest: 15.6447696 (12848)\ttotal: 9m 28s\tremaining: 5m 16s\n",
      "12900:\tlearn: 12.8163606\ttest: 15.6441868\tbest: 15.6441392 (12897)\ttotal: 9m 30s\tremaining: 5m 14s\n",
      "12950:\tlearn: 12.8060030\ttest: 15.6439477\tbest: 15.6438727 (12929)\ttotal: 9m 32s\tremaining: 5m 11s\n",
      "13000:\tlearn: 12.7956456\ttest: 15.6435139\tbest: 15.6434804 (12984)\ttotal: 9m 35s\tremaining: 5m 9s\n",
      "13050:\tlearn: 12.7858214\ttest: 15.6434511\tbest: 15.6432103 (13036)\ttotal: 9m 37s\tremaining: 5m 7s\n",
      "13100:\tlearn: 12.7755925\ttest: 15.6438114\tbest: 15.6431825 (13066)\ttotal: 9m 39s\tremaining: 5m 5s\n",
      "13150:\tlearn: 12.7648815\ttest: 15.6431237\tbest: 15.6430396 (13121)\ttotal: 9m 41s\tremaining: 5m 2s\n",
      "13200:\tlearn: 12.7544522\ttest: 15.6435909\tbest: 15.6429342 (13153)\ttotal: 9m 43s\tremaining: 5m\n",
      "13250:\tlearn: 12.7435346\ttest: 15.6438960\tbest: 15.6429342 (13153)\ttotal: 9m 46s\tremaining: 4m 58s\n",
      "13300:\tlearn: 12.7328098\ttest: 15.6438144\tbest: 15.6429342 (13153)\ttotal: 9m 48s\tremaining: 4m 56s\n",
      "13350:\tlearn: 12.7231386\ttest: 15.6431617\tbest: 15.6429342 (13153)\ttotal: 9m 50s\tremaining: 4m 54s\n",
      "bestTest = 15.64293415\n",
      "bestIteration = 13153\n",
      "Shrink model to first 13154 iterations.\n",
      "CatBoost Model tree Count: 13154\n",
      "\n",
      "ФОЛД №0\n",
      "RMSE NN 15.629693031311035\n",
      "RMSE CATBOOST 15.642930150852663\n",
      "ENSEMBLE 15.525937568332344\n",
      "=======================================================================\n",
      "0:\tlearn: 20.6036644\ttest: 20.5673092\tbest: 20.5673092 (0)\ttotal: 49.6ms\tremaining: 16m 31s\n",
      "50:\tlearn: 20.1212108\ttest: 20.0700906\tbest: 20.0700906 (50)\ttotal: 2.51s\tremaining: 16m 23s\n",
      "100:\tlearn: 19.6996083\ttest: 19.6434753\tbest: 19.6434753 (100)\ttotal: 4.97s\tremaining: 16m 19s\n",
      "150:\tlearn: 19.3279950\ttest: 19.2621612\tbest: 19.2621612 (150)\ttotal: 7.43s\tremaining: 16m 17s\n",
      "200:\tlearn: 19.0046562\ttest: 18.9382240\tbest: 18.9382240 (200)\ttotal: 9.86s\tremaining: 16m 11s\n",
      "250:\tlearn: 18.7125702\ttest: 18.6557440\tbest: 18.6557440 (250)\ttotal: 12.3s\tremaining: 16m 7s\n",
      "300:\tlearn: 18.4482968\ttest: 18.3978507\tbest: 18.3978507 (300)\ttotal: 14.7s\tremaining: 16m 4s\n",
      "350:\tlearn: 18.2201525\ttest: 18.1763612\tbest: 18.1763612 (350)\ttotal: 17.1s\tremaining: 15m 59s\n",
      "400:\tlearn: 18.0133731\ttest: 17.9798645\tbest: 17.9798645 (400)\ttotal: 19.6s\tremaining: 15m 56s\n",
      "450:\tlearn: 17.8246740\ttest: 17.8011328\tbest: 17.8011328 (450)\ttotal: 22s\tremaining: 15m 52s\n",
      "500:\tlearn: 17.6576747\ttest: 17.6459109\tbest: 17.6459109 (500)\ttotal: 24.4s\tremaining: 15m 48s\n",
      "550:\tlearn: 17.5078742\ttest: 17.5060510\tbest: 17.5060510 (550)\ttotal: 26.8s\tremaining: 15m 44s\n",
      "600:\tlearn: 17.3724116\ttest: 17.3805629\tbest: 17.3805629 (600)\ttotal: 29.1s\tremaining: 15m 40s\n",
      "650:\tlearn: 17.2493924\ttest: 17.2693551\tbest: 17.2693551 (650)\ttotal: 31.5s\tremaining: 15m 36s\n",
      "700:\tlearn: 17.1372084\ttest: 17.1706330\tbest: 17.1706330 (700)\ttotal: 33.9s\tremaining: 15m 32s\n",
      "750:\tlearn: 17.0343304\ttest: 17.0806157\tbest: 17.0806157 (750)\ttotal: 36.2s\tremaining: 15m 28s\n",
      "800:\tlearn: 16.9416423\ttest: 16.9989675\tbest: 16.9989675 (800)\ttotal: 38.6s\tremaining: 15m 25s\n",
      "850:\tlearn: 16.8562264\ttest: 16.9255418\tbest: 16.9255418 (850)\ttotal: 41s\tremaining: 15m 22s\n",
      "900:\tlearn: 16.7764266\ttest: 16.8571365\tbest: 16.8571365 (900)\ttotal: 43.3s\tremaining: 15m 18s\n",
      "950:\tlearn: 16.7037418\ttest: 16.7951073\tbest: 16.7951073 (950)\ttotal: 45.7s\tremaining: 15m 15s\n",
      "1000:\tlearn: 16.6369320\ttest: 16.7396177\tbest: 16.7396177 (1000)\ttotal: 48s\tremaining: 15m 11s\n",
      "1050:\tlearn: 16.5771449\ttest: 16.6907664\tbest: 16.6907664 (1050)\ttotal: 50.4s\tremaining: 15m 8s\n",
      "1100:\tlearn: 16.5184219\ttest: 16.6457670\tbest: 16.6457670 (1100)\ttotal: 52.7s\tremaining: 15m 5s\n",
      "1150:\tlearn: 16.4645719\ttest: 16.6041016\tbest: 16.6041016 (1150)\ttotal: 55.1s\tremaining: 15m 1s\n",
      "1200:\tlearn: 16.4124860\ttest: 16.5643051\tbest: 16.5643051 (1200)\ttotal: 57.4s\tremaining: 14m 57s\n",
      "1250:\tlearn: 16.3644781\ttest: 16.5282043\tbest: 16.5282043 (1250)\ttotal: 59.7s\tremaining: 14m 54s\n",
      "1300:\tlearn: 16.3189793\ttest: 16.4978715\tbest: 16.4978715 (1300)\ttotal: 1m 2s\tremaining: 14m 51s\n",
      "1350:\tlearn: 16.2755930\ttest: 16.4685899\tbest: 16.4685899 (1350)\ttotal: 1m 4s\tremaining: 14m 48s\n",
      "1400:\tlearn: 16.2353016\ttest: 16.4439505\tbest: 16.4439505 (1400)\ttotal: 1m 6s\tremaining: 14m 44s\n",
      "1450:\tlearn: 16.1975825\ttest: 16.4188984\tbest: 16.4188984 (1450)\ttotal: 1m 8s\tremaining: 14m 41s\n",
      "1500:\tlearn: 16.1609338\ttest: 16.3951533\tbest: 16.3951533 (1500)\ttotal: 1m 11s\tremaining: 14m 37s\n",
      "1550:\tlearn: 16.1263894\ttest: 16.3740639\tbest: 16.3740639 (1550)\ttotal: 1m 13s\tremaining: 14m 34s\n",
      "1600:\tlearn: 16.0920003\ttest: 16.3556987\tbest: 16.3556987 (1600)\ttotal: 1m 15s\tremaining: 14m 31s\n",
      "1650:\tlearn: 16.0592146\ttest: 16.3367848\tbest: 16.3367848 (1650)\ttotal: 1m 18s\tremaining: 14m 27s\n",
      "1700:\tlearn: 16.0285058\ttest: 16.3182144\tbest: 16.3182144 (1700)\ttotal: 1m 20s\tremaining: 14m 24s\n",
      "1750:\tlearn: 15.9994219\ttest: 16.3028392\tbest: 16.3028392 (1750)\ttotal: 1m 22s\tremaining: 14m 21s\n",
      "1800:\tlearn: 15.9709775\ttest: 16.2886064\tbest: 16.2886064 (1800)\ttotal: 1m 24s\tremaining: 14m 17s\n",
      "1850:\tlearn: 15.9446740\ttest: 16.2742414\tbest: 16.2742414 (1850)\ttotal: 1m 27s\tremaining: 14m 14s\n",
      "1900:\tlearn: 15.9177793\ttest: 16.2620964\tbest: 16.2620964 (1900)\ttotal: 1m 29s\tremaining: 14m 11s\n",
      "1950:\tlearn: 15.8909311\ttest: 16.2496688\tbest: 16.2496688 (1950)\ttotal: 1m 31s\tremaining: 14m 7s\n",
      "2000:\tlearn: 15.8661658\ttest: 16.2368239\tbest: 16.2368239 (2000)\ttotal: 1m 33s\tremaining: 14m 4s\n",
      "2050:\tlearn: 15.8420930\ttest: 16.2271675\tbest: 16.2271675 (2050)\ttotal: 1m 36s\tremaining: 14m 1s\n",
      "2100:\tlearn: 15.8172954\ttest: 16.2169629\tbest: 16.2169629 (2100)\ttotal: 1m 38s\tremaining: 13m 58s\n",
      "2150:\tlearn: 15.7938941\ttest: 16.2072487\tbest: 16.2072487 (2150)\ttotal: 1m 40s\tremaining: 13m 55s\n",
      "2200:\tlearn: 15.7712903\ttest: 16.1983045\tbest: 16.1983045 (2200)\ttotal: 1m 42s\tremaining: 13m 51s\n",
      "2250:\tlearn: 15.7497510\ttest: 16.1891511\tbest: 16.1891511 (2250)\ttotal: 1m 45s\tremaining: 13m 48s\n",
      "2300:\tlearn: 15.7277218\ttest: 16.1819488\tbest: 16.1819488 (2300)\ttotal: 1m 47s\tremaining: 13m 45s\n",
      "2350:\tlearn: 15.7059938\ttest: 16.1739287\tbest: 16.1739287 (2350)\ttotal: 1m 49s\tremaining: 13m 42s\n",
      "2400:\tlearn: 15.6845350\ttest: 16.1673679\tbest: 16.1673679 (2400)\ttotal: 1m 51s\tremaining: 13m 39s\n",
      "2450:\tlearn: 15.6645881\ttest: 16.1613945\tbest: 16.1613945 (2450)\ttotal: 1m 53s\tremaining: 13m 36s\n",
      "2500:\tlearn: 15.6442808\ttest: 16.1550631\tbest: 16.1550631 (2500)\ttotal: 1m 56s\tremaining: 13m 33s\n",
      "2550:\tlearn: 15.6257190\ttest: 16.1489281\tbest: 16.1489281 (2550)\ttotal: 1m 58s\tremaining: 13m 29s\n",
      "2600:\tlearn: 15.6065923\ttest: 16.1417412\tbest: 16.1417412 (2600)\ttotal: 2m\tremaining: 13m 26s\n",
      "2650:\tlearn: 15.5876948\ttest: 16.1352503\tbest: 16.1352503 (2650)\ttotal: 2m 2s\tremaining: 13m 23s\n",
      "2700:\tlearn: 15.5692812\ttest: 16.1303158\tbest: 16.1303158 (2700)\ttotal: 2m 4s\tremaining: 13m 20s\n",
      "2750:\tlearn: 15.5512661\ttest: 16.1239708\tbest: 16.1239708 (2750)\ttotal: 2m 7s\tremaining: 13m 17s\n",
      "2800:\tlearn: 15.5326606\ttest: 16.1189029\tbest: 16.1189029 (2800)\ttotal: 2m 9s\tremaining: 13m 14s\n",
      "2850:\tlearn: 15.5136740\ttest: 16.1132073\tbest: 16.1132073 (2850)\ttotal: 2m 11s\tremaining: 13m 11s\n",
      "2900:\tlearn: 15.4954969\ttest: 16.1086021\tbest: 16.1086021 (2900)\ttotal: 2m 13s\tremaining: 13m 8s\n",
      "2950:\tlearn: 15.4782165\ttest: 16.1041960\tbest: 16.1041960 (2950)\ttotal: 2m 15s\tremaining: 13m 5s\n",
      "3000:\tlearn: 15.4610037\ttest: 16.1016794\tbest: 16.1016794 (3000)\ttotal: 2m 18s\tremaining: 13m 2s\n",
      "3050:\tlearn: 15.4441706\ttest: 16.0977313\tbest: 16.0977313 (3050)\ttotal: 2m 20s\tremaining: 12m 59s\n",
      "3100:\tlearn: 15.4267371\ttest: 16.0940927\tbest: 16.0940478 (3099)\ttotal: 2m 22s\tremaining: 12m 56s\n",
      "3150:\tlearn: 15.4107769\ttest: 16.0901250\tbest: 16.0900482 (3146)\ttotal: 2m 24s\tremaining: 12m 53s\n",
      "3200:\tlearn: 15.3940245\ttest: 16.0864703\tbest: 16.0864703 (3200)\ttotal: 2m 26s\tremaining: 12m 50s\n",
      "3250:\tlearn: 15.3788771\ttest: 16.0829508\tbest: 16.0829508 (3250)\ttotal: 2m 29s\tremaining: 12m 47s\n",
      "3300:\tlearn: 15.3634801\ttest: 16.0808410\tbest: 16.0807425 (3296)\ttotal: 2m 31s\tremaining: 12m 44s\n",
      "3350:\tlearn: 15.3476285\ttest: 16.0761265\tbest: 16.0761265 (3350)\ttotal: 2m 33s\tremaining: 12m 41s\n",
      "3400:\tlearn: 15.3319915\ttest: 16.0728070\tbest: 16.0728070 (3400)\ttotal: 2m 35s\tremaining: 12m 39s\n",
      "3450:\tlearn: 15.3156309\ttest: 16.0694079\tbest: 16.0693837 (3449)\ttotal: 2m 37s\tremaining: 12m 36s\n",
      "3500:\tlearn: 15.2991968\ttest: 16.0657514\tbest: 16.0657514 (3500)\ttotal: 2m 39s\tremaining: 12m 33s\n",
      "3550:\tlearn: 15.2839091\ttest: 16.0626706\tbest: 16.0626099 (3548)\ttotal: 2m 42s\tremaining: 12m 30s\n",
      "3600:\tlearn: 15.2686795\ttest: 16.0603898\tbest: 16.0603898 (3600)\ttotal: 2m 44s\tremaining: 12m 27s\n",
      "3650:\tlearn: 15.2533910\ttest: 16.0568340\tbest: 16.0568340 (3650)\ttotal: 2m 46s\tremaining: 12m 25s\n",
      "3700:\tlearn: 15.2382523\ttest: 16.0541085\tbest: 16.0541085 (3700)\ttotal: 2m 48s\tremaining: 12m 22s\n",
      "3750:\tlearn: 15.2231819\ttest: 16.0510012\tbest: 16.0510012 (3750)\ttotal: 2m 50s\tremaining: 12m 19s\n",
      "3800:\tlearn: 15.2072828\ttest: 16.0488442\tbest: 16.0488442 (3800)\ttotal: 2m 52s\tremaining: 12m 17s\n",
      "3850:\tlearn: 15.1927999\ttest: 16.0469251\tbest: 16.0469251 (3850)\ttotal: 2m 55s\tremaining: 12m 14s\n",
      "3900:\tlearn: 15.1770641\ttest: 16.0444113\tbest: 16.0444020 (3899)\ttotal: 2m 57s\tremaining: 12m 11s\n",
      "3950:\tlearn: 15.1622125\ttest: 16.0423014\tbest: 16.0423014 (3950)\ttotal: 2m 59s\tremaining: 12m 8s\n",
      "4000:\tlearn: 15.1472332\ttest: 16.0406667\tbest: 16.0405767 (3997)\ttotal: 3m 1s\tremaining: 12m 6s\n",
      "4050:\tlearn: 15.1312459\ttest: 16.0391904\tbest: 16.0391904 (4050)\ttotal: 3m 3s\tremaining: 12m 3s\n",
      "4100:\tlearn: 15.1166624\ttest: 16.0376369\tbest: 16.0376369 (4100)\ttotal: 3m 5s\tremaining: 12m 1s\n",
      "4150:\tlearn: 15.1010475\ttest: 16.0357144\tbest: 16.0357144 (4150)\ttotal: 3m 8s\tremaining: 11m 58s\n",
      "4200:\tlearn: 15.0847990\ttest: 16.0330906\tbest: 16.0330906 (4200)\ttotal: 3m 10s\tremaining: 11m 55s\n",
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      "7800:\tlearn: 14.0219424\ttest: 15.9533314\tbest: 15.9532504 (7797)\ttotal: 5m 46s\tremaining: 9m 2s\n",
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      "8000:\tlearn: 13.9679403\ttest: 15.9509570\tbest: 15.9509207 (7994)\ttotal: 5m 55s\tremaining: 8m 53s\n",
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      "8150:\tlearn: 13.9292399\ttest: 15.9478132\tbest: 15.9475473 (8142)\ttotal: 6m 1s\tremaining: 8m 46s\n",
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      "8250:\tlearn: 13.9028049\ttest: 15.9471133\tbest: 15.9469045 (8245)\ttotal: 6m 6s\tremaining: 8m 41s\n",
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      "9000:\tlearn: 13.7080239\ttest: 15.9376371\tbest: 15.9376371 (9000)\ttotal: 6m 39s\tremaining: 8m 7s\n",
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      "9600:\tlearn: 13.5583161\ttest: 15.9294413\tbest: 15.9293686 (9598)\ttotal: 7m 5s\tremaining: 7m 40s\n",
      "9650:\tlearn: 13.5464223\ttest: 15.9283578\tbest: 15.9283578 (9650)\ttotal: 7m 7s\tremaining: 7m 38s\n",
      "9700:\tlearn: 13.5344589\ttest: 15.9291058\tbest: 15.9283354 (9653)\ttotal: 7m 9s\tremaining: 7m 36s\n",
      "9750:\tlearn: 13.5222112\ttest: 15.9282453\tbest: 15.9282453 (9750)\ttotal: 7m 11s\tremaining: 7m 33s\n",
      "9800:\tlearn: 13.5100166\ttest: 15.9267641\tbest: 15.9265496 (9797)\ttotal: 7m 14s\tremaining: 7m 31s\n",
      "9850:\tlearn: 13.4974868\ttest: 15.9265441\tbest: 15.9264406 (9827)\ttotal: 7m 16s\tremaining: 7m 29s\n",
      "9900:\tlearn: 13.4843624\ttest: 15.9266835\tbest: 15.9262654 (9887)\ttotal: 7m 18s\tremaining: 7m 27s\n",
      "9950:\tlearn: 13.4722348\ttest: 15.9266566\tbest: 15.9262654 (9887)\ttotal: 7m 20s\tremaining: 7m 24s\n",
      "10000:\tlearn: 13.4605175\ttest: 15.9258482\tbest: 15.9257910 (9992)\ttotal: 7m 22s\tremaining: 7m 22s\n",
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      "10200:\tlearn: 13.4145052\ttest: 15.9249273\tbest: 15.9245341 (10172)\ttotal: 7m 31s\tremaining: 7m 13s\n",
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      "10350:\tlearn: 13.3787214\ttest: 15.9225273\tbest: 15.9224386 (10336)\ttotal: 7m 37s\tremaining: 7m 6s\n",
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      "10500:\tlearn: 13.3448201\ttest: 15.9197334\tbest: 15.9197334 (10500)\ttotal: 7m 44s\tremaining: 7m\n",
      "10550:\tlearn: 13.3334903\ttest: 15.9192718\tbest: 15.9190218 (10528)\ttotal: 7m 46s\tremaining: 6m 57s\n",
      "10600:\tlearn: 13.3216343\ttest: 15.9183679\tbest: 15.9183679 (10600)\ttotal: 7m 48s\tremaining: 6m 55s\n",
      "10650:\tlearn: 13.3103981\ttest: 15.9174596\tbest: 15.9174237 (10648)\ttotal: 7m 50s\tremaining: 6m 53s\n",
      "10700:\tlearn: 13.2979806\ttest: 15.9178814\tbest: 15.9173928 (10653)\ttotal: 7m 53s\tremaining: 6m 51s\n",
      "10750:\tlearn: 13.2868111\ttest: 15.9171428\tbest: 15.9170860 (10739)\ttotal: 7m 55s\tremaining: 6m 48s\n",
      "10800:\tlearn: 13.2754719\ttest: 15.9167165\tbest: 15.9166283 (10766)\ttotal: 7m 57s\tremaining: 6m 46s\n",
      "10850:\tlearn: 13.2641518\ttest: 15.9164266\tbest: 15.9161945 (10837)\ttotal: 7m 59s\tremaining: 6m 44s\n",
      "10900:\tlearn: 13.2528447\ttest: 15.9163937\tbest: 15.9159126 (10884)\ttotal: 8m 1s\tremaining: 6m 42s\n",
      "10950:\tlearn: 13.2414657\ttest: 15.9159026\tbest: 15.9157522 (10941)\ttotal: 8m 3s\tremaining: 6m 39s\n",
      "11000:\tlearn: 13.2301645\ttest: 15.9157617\tbest: 15.9153189 (10992)\ttotal: 8m 6s\tremaining: 6m 37s\n",
      "11050:\tlearn: 13.2190086\ttest: 15.9158608\tbest: 15.9153189 (10992)\ttotal: 8m 8s\tremaining: 6m 35s\n",
      "11100:\tlearn: 13.2069878\ttest: 15.9156670\tbest: 15.9153189 (10992)\ttotal: 8m 10s\tremaining: 6m 33s\n",
      "11150:\tlearn: 13.1955259\ttest: 15.9153358\tbest: 15.9152536 (11143)\ttotal: 8m 12s\tremaining: 6m 30s\n",
      "11200:\tlearn: 13.1841841\ttest: 15.9154862\tbest: 15.9150937 (11178)\ttotal: 8m 14s\tremaining: 6m 28s\n",
      "11250:\tlearn: 13.1735467\ttest: 15.9153692\tbest: 15.9150937 (11178)\ttotal: 8m 16s\tremaining: 6m 26s\n",
      "11300:\tlearn: 13.1613879\ttest: 15.9153552\tbest: 15.9150937 (11178)\ttotal: 8m 19s\tremaining: 6m 24s\n",
      "11350:\tlearn: 13.1501948\ttest: 15.9152407\tbest: 15.9150937 (11178)\ttotal: 8m 21s\tremaining: 6m 21s\n",
      "bestTest = 15.91509372\n",
      "bestIteration = 11178\n",
      "Shrink model to first 11179 iterations.\n",
      "CatBoost Model tree Count: 11179\n",
      "\n",
      "ФОЛД №1\n",
      "RMSE NN 15.791083335876465\n",
      "RMSE CATBOOST 15.915096197721727\n",
      "ENSEMBLE 15.759692151811723\n",
      "=======================================================================\n",
      "0:\tlearn: 20.6153256\ttest: 20.5955819\tbest: 20.5955819 (0)\ttotal: 50ms\tremaining: 16m 40s\n",
      "50:\tlearn: 20.0305217\ttest: 20.1591074\tbest: 20.1591074 (50)\ttotal: 2.5s\tremaining: 16m 18s\n",
      "100:\tlearn: 19.5168148\ttest: 19.7907490\tbest: 19.7907490 (100)\ttotal: 4.96s\tremaining: 16m 16s\n",
      "150:\tlearn: 19.0579738\ttest: 19.4789936\tbest: 19.4789936 (150)\ttotal: 7.4s\tremaining: 16m 13s\n",
      "200:\tlearn: 18.6549360\ttest: 19.2208263\tbest: 19.2208263 (200)\ttotal: 9.84s\tremaining: 16m 8s\n",
      "250:\tlearn: 18.2933128\ttest: 18.9936919\tbest: 18.9936919 (250)\ttotal: 12.3s\tremaining: 16m 5s\n",
      "300:\tlearn: 17.9661882\ttest: 18.7993991\tbest: 18.7993991 (300)\ttotal: 14.7s\tremaining: 16m 3s\n",
      "350:\tlearn: 17.6786109\ttest: 18.6391653\tbest: 18.6391653 (350)\ttotal: 17.1s\tremaining: 15m 59s\n",
      "400:\tlearn: 17.4196179\ttest: 18.5002476\tbest: 18.5002476 (400)\ttotal: 19.6s\tremaining: 15m 55s\n",
      "450:\tlearn: 17.1882834\ttest: 18.3851125\tbest: 18.3851125 (450)\ttotal: 22s\tremaining: 15m 52s\n",
      "500:\tlearn: 16.9804613\ttest: 18.2867641\tbest: 18.2867641 (500)\ttotal: 24.4s\tremaining: 15m 48s\n",
      "550:\tlearn: 16.7959446\ttest: 18.2054511\tbest: 18.2054511 (550)\ttotal: 26.8s\tremaining: 15m 44s\n",
      "600:\tlearn: 16.6293434\ttest: 18.1380793\tbest: 18.1380793 (600)\ttotal: 29.1s\tremaining: 15m 40s\n",
      "650:\tlearn: 16.4824804\ttest: 18.0802211\tbest: 18.0802211 (650)\ttotal: 31.5s\tremaining: 15m 36s\n",
      "700:\tlearn: 16.3434646\ttest: 18.0306956\tbest: 18.0306956 (700)\ttotal: 33.9s\tremaining: 15m 32s\n",
      "750:\tlearn: 16.2172968\ttest: 17.9903343\tbest: 17.9903343 (750)\ttotal: 36.3s\tremaining: 15m 29s\n",
      "800:\tlearn: 16.1036646\ttest: 17.9565412\tbest: 17.9565412 (800)\ttotal: 38.6s\tremaining: 15m 25s\n",
      "850:\tlearn: 15.9991554\ttest: 17.9306738\tbest: 17.9306738 (850)\ttotal: 41s\tremaining: 15m 22s\n",
      "900:\tlearn: 15.9034758\ttest: 17.9083178\tbest: 17.9083178 (900)\ttotal: 43.4s\tremaining: 15m 18s\n",
      "950:\tlearn: 15.8149902\ttest: 17.8908434\tbest: 17.8908434 (950)\ttotal: 45.7s\tremaining: 15m 15s\n",
      "1000:\tlearn: 15.7338944\ttest: 17.8776550\tbest: 17.8776550 (1000)\ttotal: 48.1s\tremaining: 15m 12s\n",
      "1050:\tlearn: 15.6597292\ttest: 17.8674868\tbest: 17.8674779 (1049)\ttotal: 50.4s\tremaining: 15m 9s\n",
      "1100:\tlearn: 15.5902199\ttest: 17.8582517\tbest: 17.8582517 (1100)\ttotal: 52.8s\tremaining: 15m 6s\n",
      "1150:\tlearn: 15.5244647\ttest: 17.8521331\tbest: 17.8521331 (1150)\ttotal: 55.2s\tremaining: 15m 3s\n",
      "1200:\tlearn: 15.4640629\ttest: 17.8460604\tbest: 17.8460604 (1200)\ttotal: 57.5s\tremaining: 15m\n",
      "1250:\tlearn: 15.4077498\ttest: 17.8435925\tbest: 17.8435375 (1238)\ttotal: 59.9s\tremaining: 14m 57s\n",
      "1300:\tlearn: 15.3561112\ttest: 17.8412744\tbest: 17.8410968 (1297)\ttotal: 1m 2s\tremaining: 14m 55s\n",
      "1350:\tlearn: 15.3083794\ttest: 17.8393069\tbest: 17.8391115 (1347)\ttotal: 1m 4s\tremaining: 14m 51s\n",
      "1400:\tlearn: 15.2617980\ttest: 17.8409129\tbest: 17.8391115 (1347)\ttotal: 1m 6s\tremaining: 14m 47s\n",
      "1450:\tlearn: 15.2185238\ttest: 17.8427906\tbest: 17.8391115 (1347)\ttotal: 1m 9s\tremaining: 14m 44s\n",
      "1500:\tlearn: 15.1773204\ttest: 17.8449539\tbest: 17.8391115 (1347)\ttotal: 1m 11s\tremaining: 14m 41s\n",
      "bestTest = 17.83911151\n",
      "bestIteration = 1347\n",
      "Shrink model to first 1348 iterations.\n",
      "CatBoost Model tree Count: 1348\n",
      "\n",
      "ФОЛД №2\n",
      "RMSE NN 17.77533531188965\n",
      "RMSE CATBOOST 17.839111761071845\n",
      "ENSEMBLE 17.724493045142577\n",
      "=======================================================================\n",
      "0:\tlearn: 20.5948304\ttest: 20.6072623\tbest: 20.6072623 (0)\ttotal: 49.6ms\tremaining: 16m 32s\n",
      "50:\tlearn: 20.0991824\ttest: 20.1077583\tbest: 20.1077583 (50)\ttotal: 2.46s\tremaining: 16m 3s\n",
      "100:\tlearn: 19.6757248\ttest: 19.6887514\tbest: 19.6887514 (100)\ttotal: 4.87s\tremaining: 15m 59s\n",
      "150:\tlearn: 19.2958100\ttest: 19.3179778\tbest: 19.3179778 (150)\ttotal: 7.3s\tremaining: 15m 59s\n",
      "200:\tlearn: 18.9629154\ttest: 18.9946664\tbest: 18.9946664 (200)\ttotal: 9.72s\tremaining: 15m 57s\n",
      "250:\tlearn: 18.6705966\ttest: 18.7191210\tbest: 18.7191210 (250)\ttotal: 12.1s\tremaining: 15m 53s\n",
      "300:\tlearn: 18.4160789\ttest: 18.4813453\tbest: 18.4813453 (300)\ttotal: 14.5s\tremaining: 15m 50s\n",
      "350:\tlearn: 18.1869639\ttest: 18.2723785\tbest: 18.2723785 (350)\ttotal: 16.9s\tremaining: 15m 45s\n",
      "400:\tlearn: 17.9838314\ttest: 18.0900998\tbest: 18.0900998 (400)\ttotal: 19.2s\tremaining: 15m 40s\n",
      "450:\tlearn: 17.8005112\ttest: 17.9292182\tbest: 17.9292182 (450)\ttotal: 21.6s\tremaining: 15m 38s\n",
      "500:\tlearn: 17.6372944\ttest: 17.7876461\tbest: 17.7876461 (500)\ttotal: 24s\tremaining: 15m 35s\n",
      "550:\tlearn: 17.4908603\ttest: 17.6611953\tbest: 17.6611953 (550)\ttotal: 26.4s\tremaining: 15m 31s\n",
      "600:\tlearn: 17.3608187\ttest: 17.5556815\tbest: 17.5556815 (600)\ttotal: 28.8s\tremaining: 15m 28s\n",
      "650:\tlearn: 17.2394918\ttest: 17.4598088\tbest: 17.4598088 (650)\ttotal: 31.1s\tremaining: 15m 25s\n",
      "700:\tlearn: 17.1324627\ttest: 17.3754551\tbest: 17.3754551 (700)\ttotal: 33.5s\tremaining: 15m 22s\n",
      "750:\tlearn: 17.0321788\ttest: 17.2968962\tbest: 17.2968962 (750)\ttotal: 35.9s\tremaining: 15m 19s\n",
      "800:\tlearn: 16.9430566\ttest: 17.2286647\tbest: 17.2286647 (800)\ttotal: 38.3s\tremaining: 15m 16s\n",
      "850:\tlearn: 16.8597294\ttest: 17.1688219\tbest: 17.1688219 (850)\ttotal: 40.6s\tremaining: 15m 13s\n",
      "900:\tlearn: 16.7837756\ttest: 17.1133596\tbest: 17.1133596 (900)\ttotal: 42.9s\tremaining: 15m 10s\n",
      "950:\tlearn: 16.7124881\ttest: 17.0653814\tbest: 17.0653814 (950)\ttotal: 45.3s\tremaining: 15m 7s\n",
      "1000:\tlearn: 16.6468562\ttest: 17.0202626\tbest: 17.0202626 (1000)\ttotal: 47.6s\tremaining: 15m 3s\n",
      "1050:\tlearn: 16.5866588\ttest: 16.9797786\tbest: 16.9797786 (1050)\ttotal: 49.9s\tremaining: 15m\n",
      "1100:\tlearn: 16.5294049\ttest: 16.9439112\tbest: 16.9439112 (1100)\ttotal: 52.3s\tremaining: 14m 57s\n",
      "1150:\tlearn: 16.4764080\ttest: 16.9107155\tbest: 16.9107155 (1150)\ttotal: 54.6s\tremaining: 14m 53s\n",
      "1200:\tlearn: 16.4278794\ttest: 16.8816257\tbest: 16.8816257 (1200)\ttotal: 56.9s\tremaining: 14m 49s\n",
      "1250:\tlearn: 16.3788251\ttest: 16.8528186\tbest: 16.8528186 (1250)\ttotal: 59.2s\tremaining: 14m 46s\n",
      "1300:\tlearn: 16.3357698\ttest: 16.8296419\tbest: 16.8296419 (1300)\ttotal: 1m 1s\tremaining: 14m 43s\n",
      "1350:\tlearn: 16.2953504\ttest: 16.8072083\tbest: 16.8072083 (1350)\ttotal: 1m 3s\tremaining: 14m 39s\n",
      "1400:\tlearn: 16.2548011\ttest: 16.7844530\tbest: 16.7844530 (1400)\ttotal: 1m 6s\tremaining: 14m 36s\n",
      "1450:\tlearn: 16.2167426\ttest: 16.7646408\tbest: 16.7646408 (1450)\ttotal: 1m 8s\tremaining: 14m 33s\n",
      "1500:\tlearn: 16.1822442\ttest: 16.7475750\tbest: 16.7475750 (1500)\ttotal: 1m 10s\tremaining: 14m 30s\n",
      "1550:\tlearn: 16.1487971\ttest: 16.7315971\tbest: 16.7315971 (1550)\ttotal: 1m 12s\tremaining: 14m 26s\n",
      "1600:\tlearn: 16.1148509\ttest: 16.7146123\tbest: 16.7146123 (1600)\ttotal: 1m 15s\tremaining: 14m 23s\n",
      "1650:\tlearn: 16.0835311\ttest: 16.6998052\tbest: 16.6998052 (1650)\ttotal: 1m 17s\tremaining: 14m 20s\n",
      "1700:\tlearn: 16.0526656\ttest: 16.6861522\tbest: 16.6861522 (1700)\ttotal: 1m 19s\tremaining: 14m 17s\n",
      "1750:\tlearn: 16.0249454\ttest: 16.6741655\tbest: 16.6741655 (1750)\ttotal: 1m 21s\tremaining: 14m 13s\n",
      "1800:\tlearn: 15.9963300\ttest: 16.6619457\tbest: 16.6619457 (1800)\ttotal: 1m 24s\tremaining: 14m 9s\n",
      "1850:\tlearn: 15.9695582\ttest: 16.6511037\tbest: 16.6511037 (1850)\ttotal: 1m 26s\tremaining: 14m 6s\n",
      "1900:\tlearn: 15.9447566\ttest: 16.6420411\tbest: 16.6420411 (1900)\ttotal: 1m 28s\tremaining: 14m 3s\n",
      "1950:\tlearn: 15.9201100\ttest: 16.6325581\tbest: 16.6325581 (1950)\ttotal: 1m 30s\tremaining: 13m 59s\n",
      "2000:\tlearn: 15.8951144\ttest: 16.6235120\tbest: 16.6235120 (2000)\ttotal: 1m 33s\tremaining: 13m 56s\n",
      "2050:\tlearn: 15.8724356\ttest: 16.6155254\tbest: 16.6155254 (2050)\ttotal: 1m 35s\tremaining: 13m 53s\n",
      "2100:\tlearn: 15.8491108\ttest: 16.6080502\tbest: 16.6079968 (2098)\ttotal: 1m 37s\tremaining: 13m 50s\n",
      "2150:\tlearn: 15.8262687\ttest: 16.6026144\tbest: 16.6026144 (2150)\ttotal: 1m 39s\tremaining: 13m 47s\n",
      "2200:\tlearn: 15.8034234\ttest: 16.5948240\tbest: 16.5948240 (2200)\ttotal: 1m 41s\tremaining: 13m 44s\n",
      "2250:\tlearn: 15.7822116\ttest: 16.5874121\tbest: 16.5874121 (2250)\ttotal: 1m 44s\tremaining: 13m 40s\n",
      "2300:\tlearn: 15.7624826\ttest: 16.5817832\tbest: 16.5817832 (2300)\ttotal: 1m 46s\tremaining: 13m 37s\n",
      "2350:\tlearn: 15.7420585\ttest: 16.5765462\tbest: 16.5765462 (2350)\ttotal: 1m 48s\tremaining: 13m 34s\n",
      "2400:\tlearn: 15.7217735\ttest: 16.5703455\tbest: 16.5703455 (2400)\ttotal: 1m 50s\tremaining: 13m 31s\n",
      "2450:\tlearn: 15.7018865\ttest: 16.5634804\tbest: 16.5633982 (2449)\ttotal: 1m 52s\tremaining: 13m 28s\n",
      "2500:\tlearn: 15.6829429\ttest: 16.5589305\tbest: 16.5589305 (2500)\ttotal: 1m 55s\tremaining: 13m 25s\n",
      "2550:\tlearn: 15.6638156\ttest: 16.5522618\tbest: 16.5522618 (2550)\ttotal: 1m 57s\tremaining: 13m 22s\n",
      "2600:\tlearn: 15.6444346\ttest: 16.5465874\tbest: 16.5465108 (2599)\ttotal: 1m 59s\tremaining: 13m 19s\n",
      "2650:\tlearn: 15.6260289\ttest: 16.5406839\tbest: 16.5406839 (2650)\ttotal: 2m 1s\tremaining: 13m 16s\n",
      "2700:\tlearn: 15.6081840\ttest: 16.5364095\tbest: 16.5363808 (2697)\ttotal: 2m 3s\tremaining: 13m 14s\n",
      "2750:\tlearn: 15.5892691\ttest: 16.5316029\tbest: 16.5315828 (2749)\ttotal: 2m 6s\tremaining: 13m 11s\n",
      "2800:\tlearn: 15.5720062\ttest: 16.5270203\tbest: 16.5270203 (2800)\ttotal: 2m 8s\tremaining: 13m 8s\n",
      "2850:\tlearn: 15.5554892\ttest: 16.5221486\tbest: 16.5221486 (2850)\ttotal: 2m 10s\tremaining: 13m 5s\n",
      "2900:\tlearn: 15.5378413\ttest: 16.5191722\tbest: 16.5191722 (2900)\ttotal: 2m 12s\tremaining: 13m 2s\n",
      "2950:\tlearn: 15.5197998\ttest: 16.5155677\tbest: 16.5155677 (2950)\ttotal: 2m 14s\tremaining: 12m 59s\n",
      "3000:\tlearn: 15.5033086\ttest: 16.5123099\tbest: 16.5123099 (3000)\ttotal: 2m 17s\tremaining: 12m 56s\n",
      "3050:\tlearn: 15.4872044\ttest: 16.5091637\tbest: 16.5091637 (3050)\ttotal: 2m 19s\tremaining: 12m 53s\n",
      "3100:\tlearn: 15.4701150\ttest: 16.5056943\tbest: 16.5056943 (3100)\ttotal: 2m 21s\tremaining: 12m 50s\n",
      "3150:\tlearn: 15.4540907\ttest: 16.5029530\tbest: 16.5029530 (3150)\ttotal: 2m 23s\tremaining: 12m 47s\n",
      "3200:\tlearn: 15.4383460\ttest: 16.5002094\tbest: 16.5002094 (3200)\ttotal: 2m 25s\tremaining: 12m 45s\n",
      "3250:\tlearn: 15.4224710\ttest: 16.4968899\tbest: 16.4967746 (3248)\ttotal: 2m 27s\tremaining: 12m 42s\n",
      "3300:\tlearn: 15.4061565\ttest: 16.4948494\tbest: 16.4948283 (3291)\ttotal: 2m 30s\tremaining: 12m 39s\n",
      "3350:\tlearn: 15.3906460\ttest: 16.4919267\tbest: 16.4919267 (3350)\ttotal: 2m 32s\tremaining: 12m 36s\n",
      "3400:\tlearn: 15.3748002\ttest: 16.4890399\tbest: 16.4890399 (3400)\ttotal: 2m 34s\tremaining: 12m 33s\n",
      "3450:\tlearn: 15.3594963\ttest: 16.4861037\tbest: 16.4861037 (3450)\ttotal: 2m 36s\tremaining: 12m 31s\n",
      "3500:\tlearn: 15.3443727\ttest: 16.4841157\tbest: 16.4841157 (3500)\ttotal: 2m 38s\tremaining: 12m 28s\n",
      "3550:\tlearn: 15.3294041\ttest: 16.4822189\tbest: 16.4822189 (3550)\ttotal: 2m 40s\tremaining: 12m 25s\n",
      "3600:\tlearn: 15.3145085\ttest: 16.4803805\tbest: 16.4803805 (3600)\ttotal: 2m 43s\tremaining: 12m 22s\n",
      "3650:\tlearn: 15.2995066\ttest: 16.4784659\tbest: 16.4784659 (3650)\ttotal: 2m 45s\tremaining: 12m 20s\n",
      "3700:\tlearn: 15.2838146\ttest: 16.4761472\tbest: 16.4761472 (3700)\ttotal: 2m 47s\tremaining: 12m 17s\n",
      "3750:\tlearn: 15.2679084\ttest: 16.4752507\tbest: 16.4752507 (3750)\ttotal: 2m 49s\tremaining: 12m 14s\n",
      "3800:\tlearn: 15.2518018\ttest: 16.4727690\tbest: 16.4727132 (3796)\ttotal: 2m 51s\tremaining: 12m 12s\n",
      "3850:\tlearn: 15.2367193\ttest: 16.4712653\tbest: 16.4712653 (3850)\ttotal: 2m 53s\tremaining: 12m 9s\n",
      "3900:\tlearn: 15.2225717\ttest: 16.4692611\tbest: 16.4691553 (3897)\ttotal: 2m 56s\tremaining: 12m 6s\n",
      "3950:\tlearn: 15.2070097\ttest: 16.4669921\tbest: 16.4668304 (3946)\ttotal: 2m 58s\tremaining: 12m 4s\n",
      "4000:\tlearn: 15.1923516\ttest: 16.4659681\tbest: 16.4658757 (3989)\ttotal: 3m\tremaining: 12m 1s\n",
      "4050:\tlearn: 15.1768993\ttest: 16.4627601\tbest: 16.4627322 (4048)\ttotal: 3m 2s\tremaining: 11m 59s\n",
      "4100:\tlearn: 15.1615878\ttest: 16.4609802\tbest: 16.4609590 (4096)\ttotal: 3m 4s\tremaining: 11m 56s\n",
      "4150:\tlearn: 15.1455642\ttest: 16.4583355\tbest: 16.4582536 (4149)\ttotal: 3m 7s\tremaining: 11m 54s\n",
      "4200:\tlearn: 15.1297567\ttest: 16.4569460\tbest: 16.4569460 (4200)\ttotal: 3m 9s\tremaining: 11m 51s\n",
      "4250:\tlearn: 15.1138464\ttest: 16.4548342\tbest: 16.4547475 (4249)\ttotal: 3m 11s\tremaining: 11m 48s\n",
      "4300:\tlearn: 15.0979725\ttest: 16.4519197\tbest: 16.4519197 (4300)\ttotal: 3m 13s\tremaining: 11m 46s\n",
      "4350:\tlearn: 15.0822946\ttest: 16.4500953\tbest: 16.4500953 (4350)\ttotal: 3m 15s\tremaining: 11m 44s\n",
      "4400:\tlearn: 15.0666899\ttest: 16.4479729\tbest: 16.4479402 (4399)\ttotal: 3m 17s\tremaining: 11m 41s\n",
      "4450:\tlearn: 15.0500731\ttest: 16.4454206\tbest: 16.4454071 (4449)\ttotal: 3m 20s\tremaining: 11m 39s\n",
      "4500:\tlearn: 15.0343309\ttest: 16.4438045\tbest: 16.4438045 (4500)\ttotal: 3m 22s\tremaining: 11m 36s\n",
      "4550:\tlearn: 15.0178983\ttest: 16.4422606\tbest: 16.4421565 (4548)\ttotal: 3m 24s\tremaining: 11m 34s\n",
      "4600:\tlearn: 15.0025177\ttest: 16.4399204\tbest: 16.4399204 (4600)\ttotal: 3m 26s\tremaining: 11m 31s\n",
      "4650:\tlearn: 14.9870969\ttest: 16.4383539\tbest: 16.4383539 (4650)\ttotal: 3m 28s\tremaining: 11m 29s\n",
      "4700:\tlearn: 14.9707137\ttest: 16.4363033\tbest: 16.4362647 (4699)\ttotal: 3m 31s\tremaining: 11m 26s\n",
      "4750:\tlearn: 14.9543959\ttest: 16.4344116\tbest: 16.4343373 (4748)\ttotal: 3m 33s\tremaining: 11m 24s\n",
      "4800:\tlearn: 14.9384227\ttest: 16.4343826\tbest: 16.4336344 (4761)\ttotal: 3m 35s\tremaining: 11m 21s\n",
      "4850:\tlearn: 14.9237651\ttest: 16.4330143\tbest: 16.4329767 (4845)\ttotal: 3m 37s\tremaining: 11m 19s\n",
      "4900:\tlearn: 14.9079706\ttest: 16.4320152\tbest: 16.4318426 (4896)\ttotal: 3m 39s\tremaining: 11m 16s\n",
      "4950:\tlearn: 14.8904707\ttest: 16.4301973\tbest: 16.4301973 (4950)\ttotal: 3m 41s\tremaining: 11m 14s\n",
      "5000:\tlearn: 14.8734259\ttest: 16.4300777\tbest: 16.4300777 (5000)\ttotal: 3m 44s\tremaining: 11m 12s\n",
      "5050:\tlearn: 14.8578386\ttest: 16.4290977\tbest: 16.4288430 (5048)\ttotal: 3m 46s\tremaining: 11m 9s\n",
      "5100:\tlearn: 14.8421632\ttest: 16.4280067\tbest: 16.4279865 (5096)\ttotal: 3m 48s\tremaining: 11m 7s\n",
      "5150:\tlearn: 14.8271096\ttest: 16.4257040\tbest: 16.4256741 (5149)\ttotal: 3m 50s\tremaining: 11m 4s\n",
      "5200:\tlearn: 14.8122395\ttest: 16.4247412\tbest: 16.4244729 (5192)\ttotal: 3m 52s\tremaining: 11m 2s\n",
      "5250:\tlearn: 14.7960297\ttest: 16.4230816\tbest: 16.4230816 (5250)\ttotal: 3m 55s\tremaining: 11m\n",
      "5300:\tlearn: 14.7796925\ttest: 16.4218127\tbest: 16.4217615 (5277)\ttotal: 3m 57s\tremaining: 10m 57s\n",
      "5350:\tlearn: 14.7646531\ttest: 16.4209432\tbest: 16.4209432 (5350)\ttotal: 3m 59s\tremaining: 10m 55s\n",
      "5400:\tlearn: 14.7491807\ttest: 16.4198324\tbest: 16.4198324 (5400)\ttotal: 4m 1s\tremaining: 10m 53s\n",
      "5450:\tlearn: 14.7337109\ttest: 16.4183480\tbest: 16.4182370 (5447)\ttotal: 4m 3s\tremaining: 10m 50s\n",
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      "8000:\tlearn: 14.0099254\ttest: 16.3637751\tbest: 16.3637713 (7998)\ttotal: 5m 55s\tremaining: 8m 52s\n",
      "8050:\tlearn: 13.9970473\ttest: 16.3625723\tbest: 16.3625723 (8050)\ttotal: 5m 57s\tremaining: 8m 50s\n",
      "8100:\tlearn: 13.9833466\ttest: 16.3632715\tbest: 16.3623806 (8051)\ttotal: 5m 59s\tremaining: 8m 47s\n",
      "8150:\tlearn: 13.9699700\ttest: 16.3620551\tbest: 16.3620522 (8148)\ttotal: 6m 1s\tremaining: 8m 45s\n",
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      "8250:\tlearn: 13.9444651\ttest: 16.3609926\tbest: 16.3607011 (8241)\ttotal: 6m 5s\tremaining: 8m 41s\n",
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      "8350:\tlearn: 13.9192255\ttest: 16.3581709\tbest: 16.3581700 (8349)\ttotal: 6m 10s\tremaining: 8m 36s\n",
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      "8450:\tlearn: 13.8939795\ttest: 16.3567836\tbest: 16.3567478 (8449)\ttotal: 6m 14s\tremaining: 8m 32s\n",
      "8500:\tlearn: 13.8813324\ttest: 16.3549505\tbest: 16.3549505 (8500)\ttotal: 6m 16s\tremaining: 8m 29s\n",
      "8550:\tlearn: 13.8681214\ttest: 16.3546734\tbest: 16.3544176 (8547)\ttotal: 6m 19s\tremaining: 8m 27s\n",
      "8600:\tlearn: 13.8552776\ttest: 16.3543730\tbest: 16.3542480 (8582)\ttotal: 6m 21s\tremaining: 8m 25s\n",
      "8650:\tlearn: 13.8433190\ttest: 16.3538081\tbest: 16.3537199 (8648)\ttotal: 6m 23s\tremaining: 8m 23s\n",
      "8700:\tlearn: 13.8312892\ttest: 16.3528207\tbest: 16.3528207 (8700)\ttotal: 6m 25s\tremaining: 8m 20s\n",
      "8750:\tlearn: 13.8181538\ttest: 16.3526811\tbest: 16.3525493 (8739)\ttotal: 6m 27s\tremaining: 8m 18s\n",
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      "8850:\tlearn: 13.7923780\ttest: 16.3512275\tbest: 16.3507700 (8833)\ttotal: 6m 32s\tremaining: 8m 14s\n",
      "8900:\tlearn: 13.7800888\ttest: 16.3498434\tbest: 16.3498434 (8900)\ttotal: 6m 34s\tremaining: 8m 11s\n",
      "8950:\tlearn: 13.7683999\ttest: 16.3491659\tbest: 16.3490836 (8946)\ttotal: 6m 36s\tremaining: 8m 9s\n",
      "9000:\tlearn: 13.7557539\ttest: 16.3490855\tbest: 16.3487075 (8993)\ttotal: 6m 38s\tremaining: 8m 7s\n",
      "9050:\tlearn: 13.7435452\ttest: 16.3480522\tbest: 16.3480522 (9050)\ttotal: 6m 40s\tremaining: 8m 5s\n",
      "9100:\tlearn: 13.7318628\ttest: 16.3477091\tbest: 16.3477091 (9100)\ttotal: 6m 43s\tremaining: 8m 2s\n",
      "9150:\tlearn: 13.7188620\ttest: 16.3461696\tbest: 16.3461435 (9149)\ttotal: 6m 45s\tremaining: 8m\n",
      "9200:\tlearn: 13.7066563\ttest: 16.3452593\tbest: 16.3452593 (9200)\ttotal: 6m 47s\tremaining: 7m 58s\n",
      "9250:\tlearn: 13.6942108\ttest: 16.3435325\tbest: 16.3435180 (9248)\ttotal: 6m 49s\tremaining: 7m 56s\n",
      "9300:\tlearn: 13.6812891\ttest: 16.3435383\tbest: 16.3433396 (9287)\ttotal: 6m 51s\tremaining: 7m 53s\n",
      "9350:\tlearn: 13.6688570\ttest: 16.3421711\tbest: 16.3421129 (9349)\ttotal: 6m 54s\tremaining: 7m 51s\n",
      "9400:\tlearn: 13.6558410\ttest: 16.3405468\tbest: 16.3405129 (9399)\ttotal: 6m 56s\tremaining: 7m 49s\n",
      "9450:\tlearn: 13.6434812\ttest: 16.3396206\tbest: 16.3395935 (9446)\ttotal: 6m 58s\tremaining: 7m 47s\n",
      "9500:\tlearn: 13.6322902\ttest: 16.3399038\tbest: 16.3395130 (9464)\ttotal: 7m\tremaining: 7m 44s\n",
      "9550:\tlearn: 13.6205292\ttest: 16.3389078\tbest: 16.3389078 (9550)\ttotal: 7m 2s\tremaining: 7m 42s\n",
      "9600:\tlearn: 13.6080808\ttest: 16.3381037\tbest: 16.3378903 (9594)\ttotal: 7m 5s\tremaining: 7m 40s\n",
      "9650:\tlearn: 13.5961435\ttest: 16.3366905\tbest: 16.3366905 (9650)\ttotal: 7m 7s\tremaining: 7m 38s\n",
      "9700:\tlearn: 13.5835365\ttest: 16.3364897\tbest: 16.3361793 (9685)\ttotal: 7m 9s\tremaining: 7m 35s\n",
      "9750:\tlearn: 13.5720691\ttest: 16.3353081\tbest: 16.3352267 (9749)\ttotal: 7m 11s\tremaining: 7m 33s\n",
      "9800:\tlearn: 13.5611330\ttest: 16.3342507\tbest: 16.3342507 (9800)\ttotal: 7m 13s\tremaining: 7m 31s\n",
      "9850:\tlearn: 13.5484887\ttest: 16.3337132\tbest: 16.3335677 (9826)\ttotal: 7m 15s\tremaining: 7m 29s\n",
      "9900:\tlearn: 13.5368597\ttest: 16.3335308\tbest: 16.3333620 (9886)\ttotal: 7m 18s\tremaining: 7m 26s\n",
      "9950:\tlearn: 13.5251596\ttest: 16.3337491\tbest: 16.3332795 (9913)\ttotal: 7m 20s\tremaining: 7m 24s\n",
      "10000:\tlearn: 13.5124176\ttest: 16.3336647\tbest: 16.3332795 (9913)\ttotal: 7m 22s\tremaining: 7m 22s\n",
      "10050:\tlearn: 13.5001682\ttest: 16.3325305\tbest: 16.3323568 (10045)\ttotal: 7m 24s\tremaining: 7m 20s\n",
      "10100:\tlearn: 13.4874291\ttest: 16.3320793\tbest: 16.3317999 (10087)\ttotal: 7m 26s\tremaining: 7m 17s\n",
      "10150:\tlearn: 13.4746839\ttest: 16.3317572\tbest: 16.3317436 (10139)\ttotal: 7m 29s\tremaining: 7m 15s\n",
      "10200:\tlearn: 13.4623871\ttest: 16.3309586\tbest: 16.3309586 (10200)\ttotal: 7m 31s\tremaining: 7m 13s\n",
      "10250:\tlearn: 13.4509959\ttest: 16.3303541\tbest: 16.3302551 (10247)\ttotal: 7m 33s\tremaining: 7m 11s\n",
      "10300:\tlearn: 13.4400144\ttest: 16.3302075\tbest: 16.3299834 (10283)\ttotal: 7m 35s\tremaining: 7m 9s\n",
      "10350:\tlearn: 13.4295383\ttest: 16.3304996\tbest: 16.3299834 (10283)\ttotal: 7m 37s\tremaining: 7m 6s\n",
      "10400:\tlearn: 13.4171813\ttest: 16.3295641\tbest: 16.3295641 (10400)\ttotal: 7m 40s\tremaining: 7m 4s\n",
      "10450:\tlearn: 13.4048964\ttest: 16.3287092\tbest: 16.3285859 (10445)\ttotal: 7m 42s\tremaining: 7m 2s\n",
      "10500:\tlearn: 13.3929115\ttest: 16.3279133\tbest: 16.3279133 (10500)\ttotal: 7m 44s\tremaining: 7m\n",
      "10550:\tlearn: 13.3824578\ttest: 16.3279027\tbest: 16.3277639 (10546)\ttotal: 7m 46s\tremaining: 6m 57s\n",
      "10600:\tlearn: 13.3710222\ttest: 16.3264856\tbest: 16.3264856 (10600)\ttotal: 7m 48s\tremaining: 6m 55s\n",
      "10650:\tlearn: 13.3592589\ttest: 16.3255771\tbest: 16.3255091 (10646)\ttotal: 7m 50s\tremaining: 6m 53s\n",
      "10700:\tlearn: 13.3470962\ttest: 16.3258382\tbest: 16.3255091 (10646)\ttotal: 7m 53s\tremaining: 6m 51s\n",
      "10750:\tlearn: 13.3360047\ttest: 16.3252063\tbest: 16.3250364 (10722)\ttotal: 7m 55s\tremaining: 6m 48s\n",
      "10800:\tlearn: 13.3249577\ttest: 16.3239346\tbest: 16.3239133 (10799)\ttotal: 7m 57s\tremaining: 6m 46s\n",
      "10850:\tlearn: 13.3140189\ttest: 16.3242200\tbest: 16.3236599 (10830)\ttotal: 7m 59s\tremaining: 6m 44s\n",
      "10900:\tlearn: 13.3039234\ttest: 16.3233803\tbest: 16.3233803 (10900)\ttotal: 8m 1s\tremaining: 6m 42s\n",
      "10950:\tlearn: 13.2922966\ttest: 16.3223638\tbest: 16.3223638 (10950)\ttotal: 8m 4s\tremaining: 6m 39s\n",
      "11000:\tlearn: 13.2815217\ttest: 16.3216862\tbest: 16.3216221 (10994)\ttotal: 8m 6s\tremaining: 6m 37s\n",
      "11050:\tlearn: 13.2705418\ttest: 16.3216328\tbest: 16.3215182 (11020)\ttotal: 8m 8s\tremaining: 6m 35s\n",
      "11100:\tlearn: 13.2590707\ttest: 16.3209036\tbest: 16.3208046 (11083)\ttotal: 8m 10s\tremaining: 6m 33s\n",
      "11150:\tlearn: 13.2470863\ttest: 16.3204919\tbest: 16.3204919 (11150)\ttotal: 8m 12s\tremaining: 6m 31s\n",
      "11200:\tlearn: 13.2356231\ttest: 16.3209813\tbest: 16.3204540 (11151)\ttotal: 8m 14s\tremaining: 6m 28s\n",
      "11250:\tlearn: 13.2253129\ttest: 16.3201977\tbest: 16.3201288 (11249)\ttotal: 8m 17s\tremaining: 6m 26s\n",
      "11300:\tlearn: 13.2141829\ttest: 16.3197268\tbest: 16.3194432 (11289)\ttotal: 8m 19s\tremaining: 6m 24s\n",
      "11350:\tlearn: 13.2019052\ttest: 16.3194743\tbest: 16.3191742 (11334)\ttotal: 8m 21s\tremaining: 6m 22s\n",
      "11400:\tlearn: 13.1914025\ttest: 16.3192228\tbest: 16.3191742 (11334)\ttotal: 8m 23s\tremaining: 6m 19s\n",
      "11450:\tlearn: 13.1804403\ttest: 16.3194840\tbest: 16.3190742 (11429)\ttotal: 8m 25s\tremaining: 6m 17s\n",
      "11500:\tlearn: 13.1696781\ttest: 16.3197695\tbest: 16.3190742 (11429)\ttotal: 8m 28s\tremaining: 6m 15s\n",
      "11550:\tlearn: 13.1588619\ttest: 16.3194568\tbest: 16.3190742 (11429)\ttotal: 8m 30s\tremaining: 6m 13s\n",
      "11600:\tlearn: 13.1480495\ttest: 16.3191189\tbest: 16.3190742 (11429)\ttotal: 8m 32s\tremaining: 6m 11s\n",
      "bestTest = 16.31907421\n",
      "bestIteration = 11429\n",
      "Shrink model to first 11430 iterations.\n",
      "CatBoost Model tree Count: 11430\n",
      "\n",
      "ФОЛД №3\n",
      "RMSE NN 16.005592346191406\n",
      "RMSE CATBOOST 16.31907329769389\n",
      "ENSEMBLE 16.062631597333677\n",
      "=======================================================================\n",
      "0:\tlearn: 20.6079575\ttest: 20.6267994\tbest: 20.6267994 (0)\ttotal: 49.7ms\tremaining: 16m 34s\n",
      "50:\tlearn: 20.1263776\ttest: 20.1194834\tbest: 20.1194834 (50)\ttotal: 2.51s\tremaining: 16m 22s\n",
      "100:\tlearn: 19.7055658\ttest: 19.6755810\tbest: 19.6755810 (100)\ttotal: 4.99s\tremaining: 16m 24s\n",
      "150:\tlearn: 19.3375072\ttest: 19.2851816\tbest: 19.2851816 (150)\ttotal: 7.46s\tremaining: 16m 20s\n",
      "200:\tlearn: 19.0145981\ttest: 18.9439245\tbest: 18.9439245 (200)\ttotal: 9.89s\tremaining: 16m 13s\n",
      "250:\tlearn: 18.7213509\ttest: 18.6331331\tbest: 18.6331331 (250)\ttotal: 12.3s\tremaining: 16m 10s\n",
      "300:\tlearn: 18.4614733\ttest: 18.3584843\tbest: 18.3584843 (300)\ttotal: 14.8s\tremaining: 16m 6s\n",
      "350:\tlearn: 18.2321371\ttest: 18.1198426\tbest: 18.1198426 (350)\ttotal: 17.2s\tremaining: 16m 1s\n",
      "400:\tlearn: 18.0285535\ttest: 17.9078736\tbest: 17.9078736 (400)\ttotal: 19.6s\tremaining: 15m 57s\n",
      "450:\tlearn: 17.8461679\ttest: 17.7184854\tbest: 17.7184854 (450)\ttotal: 22s\tremaining: 15m 54s\n",
      "500:\tlearn: 17.6802410\ttest: 17.5504543\tbest: 17.5504543 (500)\ttotal: 24.4s\tremaining: 15m 50s\n",
      "550:\tlearn: 17.5302303\ttest: 17.3976560\tbest: 17.3976560 (550)\ttotal: 26.8s\tremaining: 15m 46s\n",
      "600:\tlearn: 17.3975551\ttest: 17.2610277\tbest: 17.2610277 (600)\ttotal: 29.2s\tremaining: 15m 42s\n",
      "650:\tlearn: 17.2766379\ttest: 17.1404864\tbest: 17.1404864 (650)\ttotal: 31.6s\tremaining: 15m 38s\n",
      "700:\tlearn: 17.1645727\ttest: 17.0303876\tbest: 17.0303876 (700)\ttotal: 33.9s\tremaining: 15m 34s\n",
      "750:\tlearn: 17.0640132\ttest: 16.9343998\tbest: 16.9343998 (750)\ttotal: 36.3s\tremaining: 15m 30s\n",
      "800:\tlearn: 16.9722562\ttest: 16.8471767\tbest: 16.8471767 (800)\ttotal: 38.6s\tremaining: 15m 26s\n",
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      "900:\tlearn: 16.8050105\ttest: 16.6911336\tbest: 16.6911336 (900)\ttotal: 43.3s\tremaining: 15m 18s\n",
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      "13600:\tlearn: 12.5617037\ttest: 15.6219622\tbest: 15.6219622 (13600)\ttotal: 10m 2s\tremaining: 4m 43s\n",
      "13650:\tlearn: 12.5511827\ttest: 15.6214240\tbest: 15.6213758 (13648)\ttotal: 10m 4s\tremaining: 4m 41s\n",
      "13700:\tlearn: 12.5407377\ttest: 15.6213500\tbest: 15.6211111 (13663)\ttotal: 10m 6s\tremaining: 4m 39s\n",
      "13750:\tlearn: 12.5304127\ttest: 15.6212359\tbest: 15.6210756 (13719)\ttotal: 10m 9s\tremaining: 4m 36s\n",
      "13800:\tlearn: 12.5201166\ttest: 15.6205592\tbest: 15.6205450 (13783)\ttotal: 10m 11s\tremaining: 4m 34s\n",
      "13850:\tlearn: 12.5103717\ttest: 15.6201382\tbest: 15.6198308 (13841)\ttotal: 10m 13s\tremaining: 4m 32s\n",
      "13900:\tlearn: 12.4998272\ttest: 15.6202640\tbest: 15.6194402 (13872)\ttotal: 10m 15s\tremaining: 4m 30s\n",
      "13950:\tlearn: 12.4898803\ttest: 15.6206262\tbest: 15.6194402 (13872)\ttotal: 10m 17s\tremaining: 4m 27s\n",
      "14000:\tlearn: 12.4795431\ttest: 15.6204786\tbest: 15.6194402 (13872)\ttotal: 10m 20s\tremaining: 4m 25s\n",
      "14050:\tlearn: 12.4690712\ttest: 15.6207124\tbest: 15.6194402 (13872)\ttotal: 10m 22s\tremaining: 4m 23s\n",
      "bestTest = 15.61944019\n",
      "bestIteration = 13872\n",
      "Shrink model to first 13873 iterations.\n",
      "CatBoost Model tree Count: 13873\n",
      "\n",
      "ФОЛД №4\n",
      "RMSE NN 15.554763793945312\n",
      "RMSE CATBOOST 15.619438801775159\n",
      "ENSEMBLE 15.500356609660006\n",
      "=======================================================================\n"
     ]
    }
   ],
   "source": [
    "# Здесь хранятся предсказания CatBoost для каждого фолда\n",
    "fold_val_cat_predictions = []\n",
    "# Здесь хранятся обученные модели CatBoost для каждого фолда\n",
    "kfold_cat_models = []\n",
    "\n",
    "for fold_number in range(len(kfold_nn_models)):\n",
    "\n",
    "    train_embeddings = fold_train_embeddings[fold_number]\n",
    "    train_targets = fold_train_targets[fold_number]\n",
    "    val_embeddings = fold_val_embeddings[fold_number]\n",
    "    val_targets = fold_val_targets[fold_number]\n",
    "    val_nn_predictions = fold_val_nn_predictions[fold_number]\n",
    "        \n",
    "    cat_model = CatBoostRegressor(**cb_params)\n",
    "    cat_model.fit(train_embeddings, train_targets, eval_set=(val_embeddings, val_targets), \n",
    "                  use_best_model=True, verbose = 50)\n",
    "    print(f\"CatBoost Model tree Count: {cat_model.tree_count_}\")\n",
    "    cat_model.save_model(OUTPUT_DATA_PREFIX + f'/catboost_swin_bce_mixup_{fold_number}.cbm', format='cbm')\n",
    "    kfold_cat_models.append(cat_model)\n",
    "    \n",
    "    val_cat_predictions = cat_model.predict(val_embeddings)\n",
    "    \n",
    "    nn_rmse = mean_squared_error(val_targets, val_nn_predictions, squared=False)\n",
    "    cat_rmse = mean_squared_error(val_targets, val_cat_predictions, squared=False)\n",
    "    ensemble_rmse = mean_squared_error(val_targets, w_nn * val_nn_predictions + w_catboost * val_cat_predictions, squared=False)\n",
    "    \n",
    "    fold_val_cat_predictions.append(val_cat_predictions)\n",
    "    \n",
    "    print(\"\")\n",
    "    print(f\"ФОЛД №{fold_number}\")\n",
    "    print(f\"RMSE NN {nn_rmse}\")\n",
    "    print(f\"RMSE CATBOOST {cat_rmse}\")\n",
    "    print(f\"ENSEMBLE {ensemble_rmse}\")\n",
    "    print(\"=======================================================================\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JLd9wxrhWUV1"
   },
   "source": [
    "### 3.3.4 Итоговые метрики обучения ансамбля"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "kpqA04TyIj4s",
    "outputId": "23b1f8ae-7e49-4789-ec72-70b9c5c4a400"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FINAL RMSE NN 16.172523498535156\n",
      "FINAL RMSE CATBOOST 16.288161473154556\n",
      "FINAL ENSEMBLE 16.13607982624158\n"
     ]
    }
   ],
   "source": [
    "total_val_targets = np.hstack(fold_val_targets).flatten()\n",
    "total_nn_predictions = np.hstack(fold_val_nn_predictions).flatten()\n",
    "total_cat_predictions = np.hstack(fold_val_cat_predictions).flatten()\n",
    "\n",
    "total_nn_rmse = mean_squared_error(total_val_targets, total_nn_predictions, squared=False)\n",
    "total_cat_rmse = mean_squared_error(total_val_targets, total_cat_predictions, squared=False)\n",
    "total_ensemble_rmse = mean_squared_error(total_val_targets, total_nn_predictions*w_nn + total_cat_predictions*w_catboost, squared=False)\n",
    "\n",
    "print(f\"FINAL RMSE NN {total_nn_rmse}\")\n",
    "print(f\"FINAL RMSE CATBOOST {total_cat_rmse}\")\n",
    "print(f\"FINAL ENSEMBLE {total_ensemble_rmse}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3sIeM20F1ZQ4"
   },
   "source": [
    "### 3.3.5 Загрузка весов предобученных моделей CatBoost (по необходимости)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "id": "8KQU6HO000gT"
   },
   "outputs": [],
   "source": [
    "catboost_load_from_disk = True\n",
    "\n",
    "if catboost_load_from_disk:\n",
    "    kfold_cat_models = []\n",
    "    models_num = 5\n",
    "    for index in range(models_num):\n",
    "        cat_model = CatBoostRegressor(**cb_params)\n",
    "        kfold_cat_models.append(cat_model.load_model(f\"{OUTPUT_DATA_PREFIX}/catboost_swin_bce_mixup_{index}.cbm\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZhfAZTyAWZxI"
   },
   "source": [
    "# 4 Демонстрация работы модели на валидационном датасете"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 685
    },
    "id": "otyNr-boIn8U",
    "outputId": "eecc0d59-cbf3-4432-ec02-db418f8b4cf7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Fmwz6nkf9YiVKPEoo5bbEckUpuyWWK0rZLbHUcKoY4x8FHjTG7DDGRNiZjy86RdcqUeLRQim3JZYrStktsVxRym6JJYVTtcDHJgZXf9kD/FjxABF5A3atcIBLgyBg69at1Go10jRFa42I8OCDDxLHMevWrWNqaoo4jlm1ahWjo6M88sgjeXkbN26k0Whw4MABWq3WohXzPA9jDEopKpUK7XYbu4y4hTEGEaFerzM6OsrBgwe54IILANi5cydhGC5W9A+MrVu3Uq1WOXDgAFprNmzYAMD27dsHjvF9n6mpKQ4dOoTv+2zbto377rtvoB2nEkrZ8VStVmPlypXs2bMnv7bneaxZs4Yoimi321QqFdauXcuePXs499xz2bNnD+Pj47Q7Hebm5lACfjWgubKBGGF2cg6tNTZdYp4OBqUUzWaTdrud/yYiiIg7Howxh4wxa3+Aph1Tbt11B2RXlOSp0Q0gAr7vWzlO9fFdWYofxZVVKHSx08SdXPT8SP6Pu4v274Cc92s7eO5gwX0MH+P2iwjGGCrVKqIK4+yhOojIUMZ3k/2f13Hg1ELlF22+9Ks2XEZWX4MhDiNMmhb220+VoMI555xDt9fD8zw8zxu4RyKC8hTdTo80O98YDMYWL4LveSCKIAgwRg9ktM+OH/x85H09dPgg863WD/rynrDsVmqNS9du2UaSaqKwCxiCSgUlClGCKKHie3ieIvCFipK8w1jKmftTrWl3Qw5MTi4mtgOyZ79m8mj679/AyUfzrLpnbPrlHHmIKbxzhT9DFSyen50xNr6SxviK/vuVyT1SuJZx5xrXLvtGiMD+HTswOqU+Pk69OYofVECUq4STZZN9dpt2utcYAlVjZmYaz1d4gYfyVP6+tacP02ufetkdkNtq5dLxsbH8VqRpSpok+fPUWcotwPNU/jxFCUmSAIJSCs/z7J2zLydaGzzPy88PKhWUp/A8Hz/w8ZTH/HyL8fEVVlcowfN8q9u0JklTwl6PFStW2OsrQZD8GRunOwTJ9aYUBLKvHgSdprZ+gu3fjEFEoZRkBw2mFxNBiUChXKM1ogStXR/q+stcFy2k40WO0GHDD3eh304Wg/fgscVtt922qL1w2la+M8b8I/CPACJiNm3axEc/+lGuv/56RITXvOY1TE1NceWVV/LAAw/wxje+kY0bN9LpdDj77LMxxvD7v//7vPa1r+ULX/gC73vf+xgZGeEd73gHX/7ylzHGMDY2xhvf+EYArrzySv7yL/+SF77whdxxxx1cc801bNu2jW9/+9v5gxERtmzZQpqmnH322bzsZS/jE5/4BO12m9/93d/l+uuv50tf+hL79+9/1O+H53k0Gg1+8zd/k2uvvZabb76ZCy64gJ/7uZ/jz//8z5mcnGTLli2sWLGCCy64gAMHDrB9+3Ze/OIX8/rXv57LL7/cvfSnHtVqlRe84AX80i/9EtVqlSuvvBLftwrC8zx+8Rd/kZ07d3LdddcxMjLCxRdfzGte8xo+97nP8fM///Ns2rSJvRP7uePOO9i5cwejW0d5/geeysbuufzjqz9O6/AcJvUxRoHYNokIL37xi9m7dy933XUXc3NzrFq1itWrV3PfffcBEEXRrsei/UXZVZ4y1XoN0fYlT9IU8YSVK1fS7XZpzc25k4YKcca0FDtBsR2a4JSX0xfibOtMTouDBV9JPlDxPC9X+JUgwPft6+0HAUopxHUWqdZEUYR2A8QkSUjSdKDsQlsX/N3ViMZIk5m5WRpj41SbI4jvY8S2KGvJ2OgoCqyC1hpMitZ28BvHcd42z/MRFAbtrmeIkxjft51S1pGJ6wC09AcGSnlgVP8eYfIObuKR3cTteXTSb6MxhrO3bOYf3v//ccNN3+a8885jZGQkv5cAnu8xunIFd97xfeZm7YAsq3OSpijfZ/2GDaAqrFmzBuUb0jBCpynk5okQJ7E1rI3B4KE0SMFg/pM/fuxCKouyu+n8J5s3vfeLtOZbPPTAPeg0YvOWzVRqNWqNGpWGz9q1K1k9XmPzmhpnN33WiOApwVuga5RFPg9cn2yQkA99Eex7kxoQUXgKjAieEft8pT9YPGrbbAPpRAl37TzAn/7pnxAmuMGzG0wrayyKdgZEwZjUWqOdMQigTZoPvNM0XcCOcMfpJDd0dJqSuoE6WiPaGhtpkj1/W0eTane9tDiwR2s9YPDEAs99wS/wlJ99AZWRBrkNi0EpD2NAayvXSZrYMlONTlMqnqJar/AHL3kefq/HlW94K+c8+TK8RgOtPEBj0giT2oalaUQShaRhTBprkiSm1+oysX2eO2+5kac+51JG1oxiMHhKSHXMf/71nx3zuTwaKMrtWWdtMC972f8gDhPipEfcaxN3eyBCoznO1KFD1Go+MzMz1GsNfM8jTRJqtSphEjPdarFibASUj5IAz/OpVgOatSqtuTmMUYSpoVZvsOncc1i3aSONkRGibo/JyUkuuvBCztm6lfE1q0g1NGp1xppN2q0W1371K/zq638Vo1OiKHJiYEm+SqUCBubb89RqNUvsKIUnVm/FaUoY9dDGHR9UUMpDJwkYY/Wg0/E6tUZvEieEUYinPOr1GnGSWLlMNUEQkBqNwRrF1tC2b1IURSjPo9ftIkoR+D6BZ8vPTO80M7ALuj/7roqGffHFyAdm5NfKTX8n00qpXA8Yre35pk+Ceaqvx08lRGRRe+FUGcZ7GVwWcbP7bUGICDMzM6RpytOf/nSUUtTrdQCmpqYA+NKXvsT69etJkoQgCAjDkPn5ea677jr27NnDe9/7XoIg4J57+mFJ3W6Xm266CRFhdnaWBx98kGuvvZb9+/czPz/Pjh070FrnHS7A7OwsWmseeughrrnmGh555BEmJib4wAc+wOzsLHOZofMoQynFQw89xL/9278xMTHB1NQUN954IwcOHMhZ7bm5OSYmJnJGudPpcPPNN7N79+5cuT4WiKKI73//+0RRlL/8mVIH+PrXv87c3BydTocwDLn55puZm5vjnnvuodVqce+99xLFIVPT0yipsHn0bHrfGWMu9fjRJ11OJ+ygMIgRjNh7E0URd955J+12m16vhzGGdrtN6gy6RwknJLcDUICxxq4xJjf4PN8nTZIFht0D/BHZlwFeyQzrHJOz5MXfMoWSeVqy39I4BhEipzgpjM6zzlunaW5AZuVBn40vbkqpXDlnSt0ak4LxA5I4wugUgyGNE8QYAt/joPPgGO3UoWNOoMCGKOWMUsEYXVDG1gBQKquHcr8ad6xxDJZVwUoplLJsTtbWer1GvRIQdbuE3ZA0tYaMOLa31+tRq9Xydhkc62TvBHE0OOAsDlB0mlKp+CilCAKFjmNEZ/tBu7b0vRvu3hbu9aOEk5Bdk7dBKY80MfS6XSuzcYxJwKSaNIVUQ2IgFbu81WI43u7M2OEPvW7If37hS5x97nn04oSHdz1CN+yycdM6LnjcRWw+ZxMVT6hgUNZCXvQaGYvpKcVIo4nRJpeXogdKxGDEPUe9sKdh4P7o1DF1xcOKHpoCC4czxN075WXHCmAGn7uIGxw743tYHpRSCIZ2p5MflzHK/XaZvtcsf72s4tDaMH1oAtIUrQ3NkTGCao3YDQiMNmg3iM1ughKFUYoUjdHgM8Ijj3yPbtoF3xk1ztDr39cfGCcku0kSE3bbzEzPgE6p+AHN5ii1Wo2x8RVsXL+a2ZnDVANF2ItJEg0CSZpSrdbwez08LyBKDV7Fx6AIw5SKbwiqDZSnaE3NUAXm5+ZoNBp4CInWNMfG0MbgVStUanVmpudQyqfRMKTGMDo6Sq/Xo1oJ8vc+0ytaazzlUa1W7QBGa0taeAqtU+IkBoEojKhWqxgMURSCoc9kpykV9+y11ihPUa1WcwNVOaMySiPCJHb6UOXygNhnmGpt33Ot8UQGBp4GSLWVmWJ/U/xriZtBuR9gf49i2GYDhTRNURlrP3RMmqYDJEXx+o8FTpVhfAtwvohsxQr4LwGvPNoJ7XabT3ziE5x99tmICLfccgszMzPMzc0hItx5553AIFsmInzzm99Ea81nPvOZ3H2dIQzD3DC+5ZZbiKKInTt35qzPoUOHjnjoc3NzGGNotVpMTk5a5eZ53HTTTfkDPRUPKFOMt99+e/651Wrx3e9+N7/e7OwsIsKhQ4fyc+644w5uv/32XIgeC+HRWrN9+3a2b9++oKF2//33521IkoSZmRluuukmfN/noYcecorCkGqD71cJpyLu/+ReHuEgFeOTKo0WjTIG7YydNE158MEHB1jxbrdLp9N5NJt2wnILxfb3FUTGECpRHNV0X8hPVfx5oP8dVlDkTFdxZK+1JkkS2wFmxzq33rCxq92IXQt2IJIx10ZsJ4nJZSszuLPrKfsjnihSbYiTiBTLDOskBm1IA59ep7Ogch2Q1aILL9OtCEoJqei+4s7CKwpsRrGcTC+IUta16K6VuRmLBn6zOWLZvDTF9/0BRewc0e5+moHrSN4OQxTH1Jq28/E9n1gpjGjrVjc6HywOtJs+A/ooGscnLLvGgMLgK5+ReoOOiYnjCGMSdOKRxpZ51Dol1YbEQCKGWn4XThyWzDKkJubg5GFuuulm9uw5QJgoZlvzPLRrFzPtecZ3jvLd7Xt4xk/8BBedt4n19QpVb/Cag29d4XcBP/ByGzczFItniThD1Ay6pQs1XbwN+bDOyWHfrrTP146IECMDhrYUvuaM2QLPPx+kFspEMrZZ8qZkxkl+TVw/orXTmZoDux8BI6TagPLAs2ydh1iuXixzjCMgUILGMnlpahhprKXbm6fSqGIcfS/iWQ5AeY+WT/2EZFcQ5mZm0WmESQ1afJT4YIROu83a1ePE9RojjQbT07O0O12S1BBFMR4GXym0EQQPnRjSNM5Z95UrVxKnMaOjYyAwOz2NaIMvwuqzNhKLoBHCOEEnllU3pkqiU3pRxLZt22h32lSD8TxsExFSrR1rXccPAnq9HmAJCpE09zZi7LOzRrR9FriBlk5TKkFALwzRRhN4PqIkN36LIRoaK4M5iZENvnTfWDeOhVZK2TAdV8++fBunIwbtiuH+fuDZDNkfuZekfwDGGMIwzD2axX0Zc1wMETH9wha0bwYGmovgeI4p4pQYxsaYRETeAnwZSzD8szHm7qOdIyK8733vW3DfQIclRyqybH/RaMoeftYxZQZzxnBm5RTZ4uFrZJ+Hr3MqkNVvIea3KHzDCjxr52OJYeEacHGzMLMJboSrlGuDVXBpEvHgju124d7TjJOSW/oMUb+gQcMtt2CP0tn2CxRyginnLAeNqMwddZR25O6u/DwXtl18Nnn9XB0NxbpaV3JueGMP6xFm1cyfb6vVQiPERpNo50o2NpQi6pncGO2zvoOyIUpymVDOoM0NXHF3QAbvQbGtw9Bag9bOSNduoKIxcZQbEPV6gw0bNhyp8J3hndWhKLNZB6RdvbQxxFGE8pRlrVU/njGrW7Gt+XdAiQsiSB+dGLuTkV2dRPQO70VHKSqaI5k/yPRMgu6NMTa2DhWMopOENE5IE02s7fqyxyXHC9fRylAYsXvvLr5/57184+vX8TM//VxmZmfpdTqsWjEOnmJicpqv3fw9ZqWJVOpUt6xldUPwpT9gGTaMC0/SDk4K8Z2ZYSmIDV8SAaOd6PeP67+zfWu32I9k3gTcoFdrjZjc3HahISDZfuP0uSnUVgpeiaEOe9BzYwseGW3ad9fGmti4UackctnRmbVs8vugDezbuYcED60hMQbjBomeYD/jkUoWkyoYI84oTkgTQ3N8HE+EDRs34leqgI0/x8OGg50m2W23O6wYaxJGKWGSIJ0OvdAjjiO63XlGGzVWrhy3rKfy6PQiwtgSYiZJCaOEZnOcXreTG6kGw9j4OElqWLFyJZMHD2LSlJbMMjY6ysazAzCKTqdLt9sjjEL3xA2dTpf5Vott27bR7Xbt4MPzbIhQmhInCUmSUK3VrT7Smmq1SpIkpNlg3fOIQusRT5KEJEnxPYUxmcEKIHRCO+dhfGSEJE76jLTRuR0hgOf5A0azxhIm2XyKNE2pVCpWR5IZ8GnulSfrqxkc/yw2mC8SKIsdmzHbURxTqVYHfs89HbawATLiyHd8sD7H0qFLwjB2Ffki8MVTVX6JEk9OAfQAACAASURBVKcCJyO3Cmt39ke21jBDKTzfy2Nb9fEYFM61ecSRxzh1WBkJYIaM58zIy48pGgTFyzg2tHi2wcac2d02pCEzXo1xLFqSgk4Ro/sduM6MeGdYespO7pJC6aKJ4wSjXcydU9xBEOR1rdVqhGF4RDuL8ZnDfzNmGyBNUkiNNQiMoTnSZNu2bXmnopTCqIzRFTxRBJWApBCXnLEsohRKW5dyGIYoH1DaMsSFMJCiQSWuCw1UYXDjBlSPlo/nRGU3nJ9m+3UfI001c51ZJvbvZmpygpHRMc6/7Ke46Cd/CklidJwSx5owMYSBIgKqmYxKf+C2YJ2GvkdxyP4D+/j8Z77MAw88wKte+cs89OAO4jimOdKErkc6NYVnoKFTDk1Pcsf9u1lRb1DdMMZY1Uahm7xs45jMzJYVErGMWZjEBIHtfBOduuci+bkiXp+JLUBcpwz9Drv4rth73Q+TUW6+QGZ4W8bVkBpnpOQGrMkZ4+x7nygwR1zT3Vw8z8dRh/bazsuThWLkFYJ+/KYxiNFMT83i10bodFNiURixNTTaIFkIkvFcbLKgU0hSQ5ym6EhoHZpCGcUTnvx4dFPQpPiejxcEKPqD7x8UJyK7YRhSrVaZm++ijfUmxnHC2rVrGV2xgkMHDxBHoQ2VAlIMvTimUquRRD10agcuq1auZM6zcyzi2Bquk5OTbNy8mbm5ObTRjIyOMtJokKQp+x7ZjQoqpCrgwkoD8XyCWp1up8uh1iTduRYXXHC+NXid7tHGznXIBugiQqfTyQ1YY4wNTfE8KpUKvu/T7syTpilT0zOMNpt4vp+HLMy356nX67TbbTzPy3WiYA3jXhjSbDSoVCokSeJIDel74RxznCQJlUoVAeI4zkMXlFh5jKKISqXiwh3s9XV2jOtDbNy95HKXtSdvV4EYiOMYrTWVSgVjDI1GI++Phr1qxpg8znj43VzIQD4eY/dESc3TNvmuxPLF8bh/H8t4oKUAVXB/JgaSJCWo2gmVc2HsQhaOo6Bj3Nvh+7pQkRkrmbGcA26pQidcjOPKR+uFDna4bKHPcmXnZ7FyBtthZ/HBxughN3I/vEHcZBOtNe32vGO+AGNnjWdt9P2AWq3K2NgYF110EY888gjtdjvvZLTWuTtu2DAuthUgjhLE8wic4b1u7TrOP//8vH520olT8s4Lk02cy4xiAN9NTlFiYw4RoVqt5go+y0JyhKfJ2JATJXLE+3Ny/OsPDk8JvqTgCaMjTXpjo7SnJzFhi87BHUxv38SKVSup1yv0Oj06dY9erUooKTXjk4jGM9ZMXex979ttVl7uuXs7n7zmc7zpTW/i1ltvZd++fYivmJtu0Q17zLXb7N27Fy0KY7rM7Jlgu38XK+s1ArWVx60dpalcuE4gpF4XZap4YgCFRqEBZSDGp+J7lpXTGoVl+lNnSIizPTPZz94Zy7oqjEmOMFohM8CNZeh0iqd8cpcKzosX+KRugp0djNkQB5MZSFjCVZsjjYmcAXODjpnpaQwpXnY8YJRG6cHO3tbdjsuTJMX3hVf8ym/RkE08sPsBqqNr0Km276DnDcQKa63pRhFxLyQKY6JE0+sZ7rnzv4mTHvUVdRJlJwv6nh3wo/1HhTE+URhjmJ2yc5K8SoV6o0G9XmN+bo7pw4fpdbskYZWNmzbjV3zCRJPOdJidn2bdurV045hKUGH79nsIKhUajSb1epNur0M3DJnYN8HWbY9janqaOIxIE02aaPbs3gOVgJWr1rF9+0NsaPcwOqbqKzasW8Oll1xi44Td/UzTNB/cZ3OZojiiXq/nz9j3XHYQkyLKJ9UJlUqF/fv3s+msjQD0wp4Nn3Asc5x4zLUsi12rN5xOBZ0Yut0u8/PzrFu7Ng+RCOMIEaFaqdg6RJGbdB3j+b4dCLr6+r6PMQbf8/vedmP1mjGGqlelF0fU/YDA8woD1L4cFwcBRYa6nwVkcBAoInnoYU6GZNswgSNCSt9wPYIQWkC/nowtUhrGJUo8CvAce2OUQiunFIHR0VHmpmcf1Wst9qIPhyh4GZM2pFiKx2cT3gCUi2lbiMU0hXMyZLG6WmsbqeHYVjK2y/2WpimpBuXZNERJ0uu7/IbaUvw9SRJ6vS4zMzMcOnSIZrOZZz9ZqC2L/WaMsZ2AgShNILaZVS666CKq1Wpu2IpyKeVcu6rVKr1WyxrfYjuX1BnDyvNs7J3n4an+ZBjf90kcO5Ldn4xZycNWCh3I6Rw/tudb3HXLDZx9wcVUx1ZYBlVrUjRxJ2TU9KgnGhOFpGGVtKtpe5o5DLUaXOgrjJjjMo7SNGVmeg5fVXnuc5+LTlPWr1nL9NwsK30fozX7DxwgTVNGmk38SgXtGSYP7WF0bDN33LKDA/dpVgebkaSCkZSN5xqe+dwa44FB45EAoYFWCmGs0AaiKEYEfOXlRmnmHs7TV7lnUuxQh0PahjvczGtS3DdwTJFJM/2ysoFqNqjMzi8im1OhtcF4ynlapO+awoZAZLDXtgO+1MWQBr6PEoVPgEkM6zaso1av4RcmsiZa4/s2M0Gapi4ziA1B8ahQFcPh3Y9wsDfNfK9DtVbB9z0833PhHI/qxOfjhjaGSKesGBtDBT54HrHW6CSmXqthgF4U8f177qfeqFAJKoyPj7Nxy2b27zuA51Wo1WporQmjiOnpaQTFqlUrScMQTynmWi18P6A1N08YRkRJSqNep9sL8RRs3nwWt91+C1s2n8WWLZsRpeh0u5aFbs0RhiG9Xo96vU61Ws3T0HqeR7fbtRkqAAkCNMaGfaVJzgSvXrWa/fv30Ww2Uc6o9H2fJEnodDqcteEs5l06VLCy7Ps+q1evzie9Z/B836aVpD9ArdfrVi9hs19oR2qkqc2mEWGN5zi2WYFq1RqBHxAnsZ1c2LR1yYz/TK4Ber0elUoFESGKInzfz/X2sEGcYThctkhsFMMp7PB3EJmhX4xZPtHQiWEsK8P4SFfTo8tMDseqFBmfhZiohZTlYjFji+Fo9VeFDvd4677Q9Raqy8ncN2MM5513HrVabcFraK3ZsWNHHsd9NCwYK3TCNVoKMNjpGMo1ysUPYmVkw4YN7N2797hY9qFij0DxmWVhGRmvm7utKIRFFOT5CKa5wBRl341x8b2LHOvnCssyYIg4pegmfLjJZgMMGJnbWuh2woWN2QLtMLC/UIdut0uv16PRaFCvN46cuLEAim0PcHV236u1KitWrMgz4PguzVyWCxb6TC8MpsKL45gwDEm1ptlo5Bk1TJJYY0uBiLZueoOlL+0dyW2kjPE+ncaxldOAauDjiw17iVNDRcH09BRR2qPdnqfWqBGHNXphwmy7w8233M2q1WvYcfE5/PSmBhWv33Et1hTP8/j6177B7bd9j5e//OVcffVHePaznsX46CjfvuVWvvJf/0Wr02LbBedz4QUXctMtt9KenuHCc3+SyqEtHLg/5LxnVHjcthXs36cZqSoe/N5O/ubv/pXKSMLvvPU1PO6J24iNoHuaVruH1vTjYFN9hG43xqBTK3xZKvIsnt7zFDp1nbe2Kd6KoTs41rjYoRffpayc7HsWWznsRclZNpPi+R4mtfHwrpL98lLj0gDayW9aC8rrX8sYywTHOosj9UkMVP0KGsUF519A07mv8+5EoNPu5Ond0tTmAlaex0izwVmrN3Lz6H9z3pbzqFQCEFDi2YlugJjktCltI0KrPU+lWiXFEEYRgedz6PBhNm/ZjBb7/sYJVCs+lWqFbrfLpi2bue/+BxgPrGFn3OAgiVMmDx7krC2biV0O7MQYOu0uq1evptKoMz8/b3VVGvHAffewetUKztqwnvVr11Kv15mZmWHv3j2cf/75dLvdPFtEGIb4nm/7TYFGo2HjeH2rO+M4ohf2iJME3/cZGxmj2+uyYcNZlkX1ffts0xTtwlempg5TqdRyb0cKpHFEpzXPunXrrHfPGf5ZOysVm/6tVqvbcIpUE/d69t75PrVKlV7Yz9CTMdRpmoLY0KFs0lwCNlTQU64/MHkIUq1eI01SRCmajYZ9YIX+ZtgoLmap6HQ6NJtN+4wLrHPGfqfuvUq1xneMtV9gmYvvXN4PZb+dgHwtCcPYKujFdtpmPfeKKwiCgDvvvJM9e/agtWb9+vVcffXVXHnllSedtitTkNdeey2ve93reOtb38rhw4f5yEc+wsTEBCLCU57yFP7iL/6CV7ziFQRBwC//8i/zvOc9D4D5+Xme//zn52VlLNwzn/lMfuM3foPR0VEajQZXXXUVe/bs4T3veQ/nnXceSikOHz7Mr//6r5MkCV/84hdptVo0m03+/u//ns9+9rNccMEF/PVf/zVJkjA+Ps5LX/rSPFNGsf5KKa6++mq+9rWv8aIXvYjVq1fT6/W4+eabecc73kG1WuXzn/98/qJ+5CMf4Ytf/CK7d+9e8J4shgsvvJD3ve99fPWrX+Xuu+8eiO+s1Wq8853v5N577+Uv/uIvuOuuu45+30/oyksbzh52rngbU+ZhFXOj0Ti5wZtgZ7UvgCxzhP185Au/WHjFQt+zjnWg/MIgq9jxF11gxetaA9gxhyIFd7Fg1JG1KV47i7HLcmwWr2NMP845c6u1222SJKXZbBAEwRFKdnhwu9B1szZk52exfanRZIR3poiVY+zqtRq9sJfno/U8D+V5BJXAugl9n7hnDX/PU4ix8cipTgey5eTu7oF3+LFLtTiMRKecf97jmGn32BU9bCcIVRSddov5uRZTkwcYGxsjjkJ63Q6dXsShqRnwKhyaSYk2QeUY17AhJmC04CufleMrePqP/RhRFHLjTd8mFWHT5g1MHVaEc4fZ9/B9jHhwzvkvZOvZV4CpsWaDz0ijxqEDMWE3otloYEQR9ypMHDjIO//w/3DBRRex4ezN6BrURzzq9SbQs+y984IUZSs2mUGckC2ekMskNpyiqKiseLsJdmJ5W2DAgO0z0vYdVaafT1tcIZmMep6XTxgXXJrCbGRrMnm1hrsYNylXbKaWPA+2sannUHYipz3RJsPDC2j4wuThAzzxxy+2i/CIyssNo5AkThCd2vSKqUa0a1cCM4fmiDtdLv3pp9r7g1sYQ9kwI61OSyRFfu/CMEYTgxjSJEEZxejoKjrtmE4nJAh84jQkDEO0NviBz+5HdnL2uVtoTU/btJ8uZVq1GtDthuzbs5fxkTE2bN7E7Nw89aDG6pUrqPgec3HEueduZd/+CS665Cns27OHg5OT1CtV1q9fR63RoNNp0+l0GRsbJY7jXD+lScrM7Az1ej1/7kopG88dJ/lcDCs/VjdprZmfbzEbhgR+QGOk6QzalJXjKzBiPQvGDbDjOEaUx3yng3H6JmN0PRcnbHWSptOzGZ1GRkZoNJr9EK+c7PDQLi5fcHHJOslZ626vixib6z2ba6KMJp974ltmP8tokQ0qsz4lm+BX9BB6Ls46Q7vdptls5nM7stCfTHcmzis3YGQXvJ32Xe0Pdsn6CmOOuebDkjCMRYSgVnVKyOQPMN9vYNeuXSilePnLX862bdvYsWMH1157Lf/0T/90RAd+PNcb7jwvvPBCarUaW7du5ad+6qcIw5D3v//9BEHAm9/8Zi699FKazSYvf/nLqVarfPCDH8yVYK1WIwgCoijK67J3714+/elPc/bZZ/PqV7+a0dFRgiDg3HPPpdvt0u12Wb9+PaOjo0xPT/Oxj32MarXKVVddxbp167j88su54ooruP766/m93/s9pqengf7KfUV4nsfjH/94tm/fzh133MGBA7Yzq1QqPO1pT+P1r389H/rQh/K6ZgtkZPeCoftdvE/DOO+884iiiH379uWMF9gXOZuRWzQGF2NKDZBnMzKaeqPJ/373u3nXu97F85//fPbu3cv27ds566yzuPzyy/mbv/mbBetzwkzsKYIMfc5Y15zZLNb9WHUWyTvknAleoO3FSU+LGYPHE2+VlV80WIcN4sWQG8paD9YoNy76Lt9hmSgaCJ4b/ecTO1w8Zh524M7XJiVOenS7Bq1rVCrVI9xwg+5sk1nVR3hMMlYkcwWKS0+XpTQqGlJpaicd2Tyu/UT1loURF4bi2EfHNGdxhUUlrDx7vo1xHQxlecxhIDGaH3niE3lo526+f5ebvZ6mJMQcnjyAt/YgJt5KGkV05tvMzneYb7eoNUaZa4d00zpNr3KEe3MY37z+BsDjeT/7szQbNdat2YDRERP793BoZorRZpNzN25gdnqWu269nzTYyJU/9xy8ZDOH5mYYa46A+GjRrFxRQ0uKXxO64TxRL+bhgzuZPdxi5QM7CcYD1m1ZQZz0CEicFyRb6W1w4Cd5gPuwRxI8NxEpywBhd2YfC53xMCmTeVaG6Z4hxrg4IDU6K1gjyqBQA7pVRPCUi+nU/QwbWmubkML031ubt9b2m5P7JpmansKre3n2F7DynA3QtIvv9MXmjddG6LV63Pfd7cSdHs2VDdIYN0fAy2VHoRzjfnrg+4EdLCD4KiBNDHEaoXzLwPeilCSJ8Fyu8mTeTkYLu1327d9PRXmWhXT3olGr04tCep0Oc9PT9HoRlSBgfnaabtuzBnStyo9ccgkTe/cwOTHB2NgYc605NIbxlSuBI2N5rbfA1jkMQ5rNJpVKpb+4kVJ2YB1HbvGgxDHOFaq1GmmSEMUR0vOoViyDW1x1Lwyt8Z+maR6yoSBPxZaF5qQ6pVarY4zVedl6ELGK7bwKZXMih1FErVoDY8MilFiCwFOelUFjCPzAxtd7Xp6dJTUa37eZWLKeIMXkXs1iH5PZMcW4ZmPMwJyRhVLQZp9jZ1gXGWgpvF/GGb9qqP/NvT7HGNEtGcPYCnnRBWsGRusP79zJZZddxo886UmsWLGCmdlZXvLSl/Ke97xncCna47xe3pk6d2+eDkWE2bk5RkZHecMb30iSJDy8c6cd/Xgel112Gbfeeiuf/sxnABureNVrXsPHP/7xfPUwgNm5OW697TZu+va3SZKEF7/kJVx77bXc/8AD3HfvveyfmOCSSy7hla98Jf/24Q/zyU9+klq9juf7jI6N8dznPpeVK1fy0f/4D1asXEkYhvz4My7nm9/8JnNzs1QrVfwgoN2exw8qRHGMKMUtt97G7bffRhAEbN68GT8I+Omf+Rn+8I/+iOnpaTzlccUVz6FWr3PjDTc64yVjJrJhibs1Q/ctiu1EpKc97WmMjY0taODYUSGOGeHofb5jYDxlF42Ynp5GlKIXRoRRRKpttoLW/LxlYUUNlHfM8k8DbHZMQbQbuZ6M4e5G7ovR6lmGA1N4eid+icHQm0xhFOO7jhY2ZCtSfBg4hkHn0pRNcDL9i+ZGg5cxsiIELnWQAXxRLvQCjMrYucKCCcrmwNZpQhxHiMomv3kD4Ri5i1r67FqGLOdwpmSzGGOTqQQxOYOdGSdKiXMVqnymt18J8Cu+66RsvK0oXPquwXRvmavQkpCDuu3knuCjAyV24p0XBBhReF6AIcRozezMNPqRXWzbdjHNWpVup8OBg4fptluEIx2iXpd2Os4K5yHJWJmF4AcB69dvZGxkFbfdeiczhyZJ4hZEbXozB6ik4/RUwMFDc8x3YN1ZF7Bl0xYm94Jf9Uh6CvEUQSA0G9BNIyIdEkbzgKZabaA1zM9OI2GKMdN0knnG6lVnFOMMQY3Lju4Gr8YaeyabMAp9pWKZ16xJuboZHuDBQKec/5X+MujF/cX0i4PvoDsN7HstgoghS/WmREizegLGqIxLsicXB9EGdBxz77276HbaGGWw0V6WmdZDA0/AvUMG3/MI04SdOx+kG3VJyCYLKrrtGLTQqNTwCEjj0xNnDHbgoY1l07NFqnu9LkkSAcZOmkuTvJ9J45iRsVHa7TYzU9OsX2tXA9baptbzfR8vTfKJZvV6lSgMmZlu4wc+q9esY741x/rNm5k8cIA0junOz7N3TwK+z1mbNlIJfLadf741OJ3hmxmnWUaG1OUGj+MYLwgQsUxn4lK6ZeFVYRQ6FlhRrdcRUbTbbYzW1OsNDDalW1EvV6tVl1nChbpVAiLHmFcqAWka5+dUq1XCnp3UJy47D9iFULK8yyAuV7KNTc+ybHi+R3vOMrrOfYIx/cGeMXYCXxam4Q0buUJOQCDOq5TlXcbaY9mAcDj8YiHipqh1Mjsu1dqmTVyA5DkWkbpkDGPMEAOWdf7uhU+1Zut553H/Aw9w5513cvDgQd7ylrfYlVOkv+Tn0TGosLJfjNbccuut9MKQu++5h4cffpiHH36Yt73tbczPz/Nrv/ZrXPa0p9ELQ+67/34mJicZHRujVq3Sbrd51k/8BFd/9KNQeGCVapXmyAg7duzgHz/4QT74wQ9y99138+WvfIWJiQkmJyfZu28fb3/72/n4Jz7BwYMHEc/jwx/+MC95yUtYuWoV3/jv/2Zmdpa//Ku/wvdtCMft3/0us3NzKN+nkaVyMYZv3XAjD+/cxeGpKaI4YeLAJI/s3sP4+DhfuvbL1OoN1vgBM9NTPOnJT2by4EFuvPEmuxpZMR+l6Qv2MHphyE0338z6tWtZvXo10M9hrJTKF+Aw0hfOxSzXbI+IEPgBSZzwx3/yLirVKp/57GfzWaqTBw9x5/e/j43kHTIihEXLf6wg7r/+d8cWZ3KbsYUnaCDbZO1HMrxF9gHciDzrj+0BRx6/CBZ6xsMM9WLMv+2QnfHpOlmdJI41zToqd3eGyvN9P1+mWongK5XnEs3SBWVMkHHubeXqoJwbG7GTVeIIKoGPXwks60bBXZ7XtM8EQr+jygYD+fKsTm6Vp3IFnc2q9gOVK28A3/eoNWpoT6E88H3lJkcNGj9A7jIsuukXSMh3WqBEMXlwktnWHKCoVOuYKEaMoT0/z/zDO5g5fIhqtcLM9BQ7dz1CON8lHmth4h6Heylrq9qtxrWwiS8iXHbZZdx/3x6+f/s97HvkfloHHmR6doJNm84iSFfT6iU8uHsf+w93WLv2Yp78hGfiCbQ6c9SqDZIkIACqVYNUDRIZDs1OodMU369QrY3QaNTxg4gwPsjsoRlWbhpHx5Flp1KXEUI04uI0FbhsFZ7LxjJIyNikb8bm7SXrk8R5R9wxbrA3bBxng0PjmFsRsap1aDDf926YfKRvu3mXeFysexoyr0xhcZEsptkWNJAWDAM6Snhwx06y5df7g+1Bb0juwtcgCup+A2lUSE1I0KjRmQpp1usEqsr01BRhOySpjUBiiMP45ATvB4BxbHXPrRSHsYus+J5PEhu63Q71mo9Odc4G+75H4Fz1rdlZKo5NTVLbaOX7xNquAipKWLFqJUGlwsTEBEmvi/I8orDHxP79RNgUeu12m4cefJAwSWiOr6AxMopRhvluF9yqcyJ2UOh7fr5CZ7fbBTGOWXX1dNl4rOdME1QCOp0Os7OzNJtNRkZGMcYw35q3Rr5bRKnT6eAHwUA/HPgBURxZUVNColPLCPsenW4HUX7uKatUbeiC7yboxUmSp4eLk9iFYWQr9xni2K52W61WmWu1qNXreSYjY0y+L0kSPOURhaHtCZyRaw1og041vhuMJFrnXhmNnUiqMQMTBot/i5O++zp1AQz1fcVQwGNhSRjGRRQ74uyzNoZms8nnPvc562pwo6rXvfa1+EFlwIAYdJcO2yMyfK/I4lDe/OY30+l0+PN3vztXOL/wC7+A5/uEYcgrXvEKRIR3vetdVKtVNm3axMaNG7nhhht4wxvekM/CzOIJp6enabfbbN26lX379vErv/IreMqO+LZt28aWLVvYvXs3r33ta0niGANcdNFF7Nixg//42McKuQYrPPvZz+a66/6b9773vWSxNq25OTCGiy6+mAMHDvBbv/Eb1JvN3KDMBGZqaorf+Z3fAeDyZzyDXbt28Td/+7d0u120sUtKHq/NdvDgQV772teCPjImcmRkhCuuuIIXvvCFJPHRleUwU5lN1lNDbudsf6YwjlXm6YB7VQfqkcmUMYbQxbEdZ0GukJOpQ7+DPJqbqOguHsZRjehCtRYSl0zuyPpeV43MCM7Kz2ZXZyEGxZCELHY3Z3u1NUzSNLUTVXyFSRPL+rkJUTpO+rO8xctdyhmUWPa+qAyyGfhAPuva9320OJksMBlhL3RscaH1RvI8y4ljtJXXj3XLjKKMLc4yEGSfi/f7dDs8UoF7tm+n1epSDwKazSat3gwGYX5+Di/WzB48QJyG7Nm7h927djM2topwrkWSxOw51OH8pg/BYgGn2fDEY9fOA+zbPclzLr+U1v4anehCtIHdB1Yw2/NphzuZmz8A3npWr9tKkhhm5w8z3qwReoagKtTqClWBbluzZ2I3oqo0quNEsSZKDSkhUThPZFr89BOfxQ3fuh5fRtBpiigPT6wsKrEuXi2FzBAmG3RmC3X0vSd5vtWhTjo7t/heDQ8qyQgeBs/J5CH73DdqDfmMVAPNpp3ApI0ezJdevMtFo9jddpVCu9fDKCHSmrrp64gi6yYibhlwa0BVKw2qowGr16xh6/iFtHbOMr5pnV39bmaCuckJppOE1uyMY2cfa9jV6zzPTsbSWmNS+34FnodSAWkSo+PEhp0kKWlqU+tNH55irtVi9erVjIyM0AsjoshmkbEZFDyiMMrZSsvAWm/RfLtNr9djaq7F9PQ0YbdnY/KrNZ506aVs2LCeXtRjYmKC8ZEGK1estAul6CSPxU2ihDAMWb16Fd2wR5QkJKk1IhvNJrHrC9vtNo16g2TEGsxhFOJ5NutEq9Wi1+vhB77NQayTvL5zc3OMjDRJkpRGvWEn6wWBlfVE0+v1WLVqLQaT6744ju08D99Hi8u4U8iekgLK95wxb3JZy+KBe70QxOraOIpo1BuoiiJ2gwP3yPL3JHWLnqhKBcF6opVyUQOCXSnWhazluY6NyUOWPJV5FftEhzaG1E1AFZMx0H3D2epzF+uc2omuR8OSMYyLmR9gUNkoZVdKyW+M59lg8iEXVHaeRaaoBq+zEAPnuCzwRAAAIABJREFU+b5lrJTC9n9ebtwkOsWrBCSZm01sCpKMVTbG0Ov1jlhRL3MB3Hvvvfm1Uq2p1evs2bsX9u7Nj8sMh+985ztHjGh6vR7XXvvlwTorhacU3V6P22+/HYBqvY7W6cAgwXPMV1bmDTfeWGi3nWxSvFcL3Z9idexiB2KXFh06fr7T5VOf+Syf/PRnjgiIH8YPEhe8oEt/CaD43ItxVHHR0C/ekwXakJlJkluXi16NwWeW/XbiGIyrPFIOir9p6buGVb8A4iSxcY5K9d26InhBwKrVqwdcirlbTCnE9/ARGvV67kYs5rMM3NKpnbBDop2R7VslmKQawbp+k16IbiaowBmwbgaTNTxNPiEjb4kSxLcyOj8/P8AYg83bmWoNvkcYhRgDnvjgxZYQFgXY8yuVCgqfNDJ4eIjogVzQaUFnQWbsZ4ZRxjSe1KN7VGCShK/+13WsWreO5miTlWac6Yk9ENgBeBT32LXzflp3dZmbayGejzKK9po27blZ5mbGSDaPoCvW2CyGCVgkpF2PfQ/C2WuexqpLV3HXnR+jbmIOhzFeZNg5OcvDu0N27Z9Byyo2rfsRms0VHJxusWHdWkyqES/l/yfvzWIsS+4zv19EnPUueXOttat6ZXeTTVGUOGNKooaj2SgDsiyJM5JszCJDo5FfbMOAAVvwi1/nwTDgt7FgwxjDFmADNmADYw+1jAccjYcU1SSHVLP36uraM6tyudtZY/FDxDn3Zlb1xi6KBCaA6s68ee+558SJE/HF9//+379xluPSkQqFM3D/3QPG6RYN0NQN7aLEuBOMnRNFLX/4la8QpwMOHxwTScVoPCTOA/OPxAqDw2Bt98yuPXfOA9Huueg27OsLcteEezgv5pRMolucWbFWjwLPUgXHFwvgAYuUkqPpCYRx8165IH2UxPqNm3cxANfWKCTSWr9BBKSTSCcwWFQWIy0YrVFC0Cw1165dpz7RfOmv/TJFVXDtrVd483t/yq1bN6jLBaPhkPMXLvPCCy/w1neGH28Afh+te5YjqRAONBYrvHsBYaMTJwm11iR5ilAS4yyTnV1u3rjB5mTCcrkMzC0MRzlSSqbTKVL5Te/NmzfZObdHlCZU2pdKz9OMe0dHUBT85t/7Df7gD75CWZa+amO1YG9705ebtpadnW2SOGFZGsqmQQN5nlPZFpnFHC99on2sNNL42bR1FhN04GWw0OvWk7quaZo5QG+BppRiZ2cH5xxFWdA0TQD7FcfHxwyHQ9I0Dcey5FnGYJxjrKGuaxaLBZtbW6hQaW+2XGK0pq1rtre3Mc6RJSnGGjA+X0JlmfdGbizbu7scnxyhtSGJU7I06x0ljPXgN89yhBSBjNB94l3btl7HDCSJz8+qKk9wSOXdloQKrlyBRY6k9PUCwjPVmRV00T0Z1h4X+iiOV/Lcrj6OEyAi1Rereq/2IwOM36utJoL3tiN7dDsNHj7UJz4Ij4T3nH1TZ0r9g2oPM9/v+U4+6jU/rvbwRP9vRnuv0HHHQNT142VUOlD5aAu/h8/m/Rji93t9/bPd+9bLXnc/TWczv2FdA+dRHJPnOZNgh9ZVPXL4AhlRFMKKRhJL1csVeluewCwPh8NehtBlQ2tt+43hqg8crW7JQtTGg/eVXKqpmzO2dK5nI2azWZ98Bz68iTstdVgPwfnPW9qmoaoUw6DpW78fHRO8XkBhvT8jpfzOQvPhogk/wCaE4Oj4iGw0ZDgeEqmuWIXF1A0SxbuvvwFhE6IiRRlFFLMpy6OC5a6mtJJNYLVt8s05R7UQvPq9GfduCOrScf36W3z1j/5ffv2X/gbf/dqrfPu121y7OeOTn/wb/MKXfoNPvfRZtI5ZloJYCmTaoMuSjXFCbRS1sbSNZf/+A+4e3kHiUHJIbB3OSYyN0C2UbcFucoEnrj5LXSyoyyVltaRuWgaDnDjx8ok0GaAbR1fMo+sTTzKc1je+58ZxbYI+G67txov/mwdHKlJMpydnxgZrckABTqLckKkpfbU1a1HGS0F6G0Cn+vPqtZ1SoI0jlorz2xewEsYXhiRJhBD4oiM4RCxQrSQ1Cd/82nfYlDtcPHcJpVvqkym3br7Nq9/7/7h24zrjQY6gZVHMEYmitRpbxYxGeyTpDwdCLBZzEBIdojFCiJCU5vtft5pIxEgRI4jAKpYLL9eaz+fUdc358+exuL4Yh3eBWJBEKSrILKRUDAdjv1GW8NnPfY6Tw0PeeuvNfl55+upVPvnsJyimM7Z2d9jf32dZLLhy5QpxmjIajhDKy8XiOMZZR5L65LtYxVhjfXKd8LkXBwcHvXxhNBrRNi3zxZym8cVBnrj8BLO5T563zlJX3rN4MpkQRzHHJ8dsbGyQpilJ5H2cO0vJ+fKYce4T+EajEcuFr6SXxDGl1jRak41HFLpllA9YFkuklJRlSdM0bG1tYa0lz4Y4Z9gYDxFS+XFlHDZSLFqvjc6z3FcpjJP+WQJ60qNpG5I4QUpJlmWnx7Hzjj7detBVmfRVDluGWU6e5/146IwPush9nuenGOP1mGdHwrxf+5EExkJ0E45PZgkR2jM6YvcIpkWc+vsHsmjCZ+F2i6nEh9LWA5zmDNB0/Ze61ck+onXE2dnTO3uG3WmK/nAPM3UufNZ1Bzn1+vtcc+i3R4GfdUbj7AS9fhz/p4eZ+Ue1f9NAcdfWr7uX/wSrGx0qpwHv24EeTH1w/3VllU1n5eYCDAyh0fVQ6fr5nGW0zybXnS3peTYk3Fnv9CNj7fNSSoxzPXCOlCLP8z7reXt7m9lsRlEULDvZjJTISBFJxfbmJuPxmPl8vvq+sFhdvny5X/Rms5mPdAR2L8mSMMFZ6rohywd9Im43Z/jn0J5+ntwq9HxycsJTTz0VJmCfyLOe0NIx2M45kF0fWx8JqCrGW1sAJElCJSXriVLg2cT1EHcfGXP4pJbgxvHDalJKVByTJAmpimmcQFtQOGQKOMv8+Jg4y4jj1JcUbhrawjBdLFi4Oa1uaFzkw/euRkiDqHP2jyusTtjeGvPdb73Bq9+5Q6oqfuXLv8E3vhPzC3/zH3Dzv/9H/Prf+UWeef4qk80hbes4uFvSuoimsIioZff8Jt/59m3SLGNjY8hbr9zhm299gyiC6dEBSTRGtwZtBFGckqYT9g9v07YNN669TT7ZII1ihuMNnGnRdUNZLJhsjk8VQuhGTA92WZPzndIV+zElxWpj8yg5hQhhfB2eFREJyqbClMavIx2bZT2o6FwmxpsTnnruea5dv8l2uoeNFEgVGGeBC2PMulViZzfuIwcSD4zzPGOU5rz49KeQygMy2xoO7884vL3gud2nGA52MMead+av8/K3vsrseE5TFIwHMZ986TPcvnGbS09d5Ce++HlU6pO3HBZk8E/+aHnvj6V1lQebqkRKtdKiSs8qaqOJVIyxjtZYojRlc2ebNEnY3tpCRY6jo2MmkwnT2Yxl6dnjYrH0hT8EzGcLZkWDMZqtrQ2uPHmV8xcv01rL9mSTK5cu89prr5JlGelgSNE0fO/V73Hw4AGf//znPeiNY/I0DffXoITg+PgYYwxbW1ueNDBezpDEMbZtOTk5YTKZcHJyQpxn3Dk4YDwcsLu7Cw5Opic9W7wx3qCqK1QUkaqgEW5byrJkd3d3Rdg5WC58oZLRaMRsNiPNvHVr5yBVViWtbtje2iQOBT8ODg7IsozRcESWZswXc27dusXu7i5FuexlGOPxOLDaJYvlku2tLSwarKXRGqn8PN95wTvrddxRFPXeyEop4sifb1eOmjBPd3k8XWXRLM1499ZNnr5ydTXPCp+YqkOVviiKKMrCe3d3sih8TkW3OXm/9iMDjLsHfJU4syr7KoSPkLy/hdRZULFiTx8lnwg/+Hrx4Xf5iL76KEky67rZDxPdFmv/6ROoHhHalkJ0OT2PZABXfXFWN0Ifvnvou8+A4tPvOa3FXn3nqTP/UO0HAZZ/lAH4ClB6ENU0zfvHyk93+/s2i8OKM1XpxApO92A3bPS6yndBAOPlD2fGzzoA7hfZM2CgY0BFAAzdk7U+Rp2DOE4YDodkeU4UxbTa4ISialqquvUJI85rvKQQRAJaoKxrVGARuqSKLow8nU45f/48Ukr29/eZzWahlLXAaEuaZDS6wRowJrhHIBCS3jaoDYz0+rMjlewZok6f1/HM6wmVNiSGKBVhbfDcDG4ZjXE4FUEExrZIaTF2nTV8+LmTToZwt59bbAiX/rBat7HJ85w4iUPJYIVznlVRIsa2Gqs0WoBAkzQpdjrnM5fG/OKnnyO5n1BOBXMjOJoKHsxrzp1bcueNHSY7LcNJxO7eeV768SGxcuQMePZ5h1YD8u1P8uTVK+xtbZAMoGkd2SDj+o1DtI558cVNDu6WKDVmWTj27+9z49ZbTE+OaIoFWs9o22NwYxADIgFCOJyuqZdz0sFmCPUmICOcE1hhMAYODo7Y3dnz5XCdxoNiAsMbogesrKUeFaU5JZngtFRCEDZCrErewuq5WZfcWGfY2j2PTAYYJzmeG3YuPEUxnVJOi57B9tuyVeW+rrVBr9+RIVJIMBFN2/DU5adxhcS4lKgdEE9r5nfe4mtvvcH+8QO0K/nil/4qafYJ3Nxy99pd3njzVW4d3ODpzz7DM595nniQoJQgIsZiMcbh9A8piVQIRoMBYjz0gEhb6tonjOaDQZ9sWJUFxrWUxZwH+14Os7uzTapiLj1x3mtsY0GWx14FZvx8IJOYwXjMXIOUEUVR8+4773Jv/wH5eMT06JjXv/cqL730ad599zpbm5tcunSJg/v3ieKY4+NjinLJuXPnesvGOI7J0ozRyG/4q6piNpv1UoBI+uhZkiQMB/616XJBlnsrWK01AsFkMqEsS29VFkCl0RYX+/G5LLw0bLFYMBqNyDPPqmZ5TppmKzs/6Bns7vyUkhRFgXMF1lo2NjZYLBboTBMJn4exu7tLVVVsbW+ipGJZFtTBr1lFMXHs5XRdBHCQD6iqCqMsaZZigUa3JElMXRRkaYYUK8lZHMWg6KOE8/mcTrLmveMlxhouXLjgbSVDcrZQCilWydLOedcN8Cy8cy7IUZqetHm/9iMBjPPhiJd+6qexRuOMDTXoQ0apdX6gG+3F9J3GJDTnOvC6Pml1CVDiFImqhPJAWHb/OisSiQzG51KcpXVXk2X/rf13sjq+W8sWXvuTc/aUx+dqEfTf01+P80mGhInV26LQF0uwweqh17OJ3l5+NSmj1zYW/r3CrcIQHY294rxXE5s1IePZrN67cgWhXyQAhDstXHeAUN4DttvlnWK3BWslTAMQFy6EBFehRyX6K6K/zW7F4sugH+uApsNhAp0uhWD/ndf4Ybd15lYFGzLea3faRQk+5EZDhOjGKhFsdZzuXrmOrSKYna8zwWcAWD9OwjmcXdy761lt9B5mxrsJbTgcej/vJEEqhXHewWEwGHIyXXD+0lXu3bmBMRoRnm3d+jFsraUoCrJQaKNjRJLEM8Lnzp3jueee46233uLNN9/k8PDQLxTC6wqzPPdlUKsagc++9gBf9ub3PVhxgPTZ4V0Fu87vs9Min7Vqs9b6ucL58r7r4EeqCKEkTVOvcHC3eTjTjzawH1KI/rlT8odAua01P179s2gB7UBbTRKFJJU0sBLOIpxFGsFEjfid//jvcPXKVc5PMkRuaUs/PEZ5xPHxgBuvVrjaUKWSuqyxJmV7N8XZljvXaq5c3qWoGuJkg2GWEMUOpRyu0UwXMx4cH3D+3NO0bcvNmwuiaIRzjum84d7+A+7uv4PRDa0uENKRRhGNXjJbzhDuCCm9E4HRlsVyRqyASAHOO6KQUzeS6fSE3d09Wk0AVKYvtuCjIt0GxxsxgvfHccJLJNbdTbpNZRftUAiiteeqkwVp7SvGKedw2iIHQ0BgVEaSjkijAYIYW9W0CLIkDjaFqwz8bq3oQLXA4qzXx1vnUDZGSEHVlIwHm9x9e5/9/QPmJyfkWcQTV88x3LrMhWpOJGH70jbCOa7deJNbd25inGNZLfnM518kHeY463z0NGjorfb/fhi4WEWSF557Dit9vk/TNJRVzWw2owo2aVHspSOj0RglJEdHh+E+aS5c2uPa9Xs458jihDROiVJBKZe+TLaG+aJA5mOyNCVWLiSHKcaDIZHzSfTXb9zk3N4ezzz7DEkac3x0xOd/+qdodcuVK1d6+Zefpwxae6u1OFLEQqHGE4CevTQSUAoD1FqTBnmBUBLtLEZbhnHWl2U22hKpGGcbHBalPNiLoggZx0yXC5pGIwW0rZcOjDeGLKZLRsMRaeoTnpumRkhJHEc45ajKuge2QghfCCWM8c5cIIlTjNZemx4pPO0iSZIY3TbEScqyWHqnkFBRMeqMAaRgsVwi8D7qSkmk81asFhfmZ9+iOO43mNb5fJY0eEA7FfVuK538Tknl8YbwLkGeLQbwdrud1OKDyIgfCWAcZxkXP/E8TnsPQWt9eUqjWx+K0hrTNuimfch7EboFaAWaukXc4RcgD3YFkVCIKEJGCiFVsGXyHn2e5hdriWMhlGZXmZhd2GwdfHbnsi7ydl0cFz/oTy19HVPXnWMPfF2f9ex/dp5hCxO1cQJpfSUl7+/ahf2gR+eu7Qdwz1hZf9599aXu/T2Ysj2ostaCsaGAQQAANgD09epc9nRRAudARGvJkCFP0a1Ie++RudZP6zNqB6jPDtYVMPYDORL21DzsXNgOhUIJ+/xwgfFZSYUQHnx93LVj9Xlxasd/9u+PDBysM8RuTbKx9iHXfeajnOjaOB6Nx6S5r0TXLdodALTWkuYjrjz9HA/u36Vamh58qjgmDm4UXUWnpm1Ju0p0gTXY2dnhxRdfJIqiPmlmPp+vAEKI/PiEi6gHxn2o2tO4gU2HPM9I04TFYuEBzJqHpxQ+xOeAxuj+OfKTs8C6FdsXS4UKlnM+yfJ0kp9gNSacc71vbt/fcMrp4IfVhHDe39RYhIq8BVO79My+9eBQSEEsUq5evMyvffkX+bmf/RwHdxZEsePBXUGew2AMSEHiEpa1JE0FSnlpRl2VLIsSKSyTnREbm46TuzA/2cfaFhVlGOM4OSq4eWsfZxu2tjIO7xcMRynGxjw4OOL45AQpHXU9J1KK4XDAfLlPXS9o25q2XWBdRZRIcA2mlogo9xsa6xMeOx21UorFcsbh4QPGG6MAPNciIWHuMTZUpwsb9+75se7RhaXW77nr/r/2zzcLMmK4sUFhIcmGqHiEjIZEyQBsxHI2x6kumrN+zADEYTU+g6zDOONBrGmZLo45evCA44Mpb3z3u4z2xozPp4w2h+w9e4GN7QnbToNx6Lalndcc3j/k4OAu+TDnyieeZjgZg3PBE9aft3UWo7v18M9/7EZRxHPPPsOb196hWBaYkHQeRQq9aLDG+GTg/pxXzjfW+kS1g/0HxHFEFsUMQ0l4Y3yUJJKpD+dHDY2zyCwmTTKsdiwXBYN8QBTFVE3NlaeeJk5TprMZW1ubjMZ+A7e7u9sTI94swK9xSkjSKPFOO1lwlTDeJq4JLg5lU6Gt6Zni1micBd0YlFxVs6vrOgBBTx5Za3vdrRY+AVFJhdHaS/qwGOMT3oqy6N/rAlKSQuKk6xnkpmnIs5xWtz3zDd7Jx1cAxX+/C5UgpXeYABChvPVKJ0zvQtQREV1RJye8pp9AWtTB8s1H6tRK5hc2n03b9iWyEeuEGp5EWyMe1n3ku3neWLfuH/DoMfb9Dk4hxBXgfwLO4y/pd51z/60QYhv4X4GngOvArznnjt/3WEqSjsYQfAet0VjT+h1J3SDbFqMUIvhR0oG+teZ3XZ0EYLUAObHyLRX4CjMy8uVcZaSII9VX3ure14PjDhiGEKpfxOhBcsfCdeFW1zOdK2CM87ZAZ+UMPYgKi2wn/u++x7/mmXPnHNqCtCHUK1WoULQC6wgB1mdhdqyvt7XyQKTPhmft3FkD0SIkLwRQ3HnTesH7qr8deL/YvlxxxwqvhlJ3qd2iAPQsZ6cTP1vvyzmwZzZxfgFa+eAqSe836j/ki2n4TeZHqnz42MbuB7W+upETniU/fYEfal1Z8e8rLfGjWtj/nelXd8p95P0w2LoOtnv/+mdE9wWsSm/GccxwPIZQlasL6SrlvUGrsuLi1RfJhmPAV1WLo4gkTYnTlDhJ0EZD0Cl3sgcg2BrtMB6POX/+PE3TcPPmTe7du8dyufS6ZvzEqpKUtqpow4S8bkVlA/Mh8AzC1tYWuzu7FEURWF8VGOEVe2+cxbbeHksqAcIvHhDyEqQkiqNQqET0QEUI4csAhxtylpdwopsn/P+1M6tH6UO0xz12O/BWlCVpWpLEEZPJNocHCw8SjUUiiUTM1UtX+Xd+/q/wm7/5yxwfaoplxfw45cFdxcUrICNLaxzl0nHhQsS8BKUshhglDMvZnDiJeeEzW2jbMFssOHxwi2VZYuyYuoGD/YKDu/e5eP4yMjLMpg1Xru5w/caSRTmjbedIUZKPYuqiJImhrY8p2wJhusXVL4zFcoYSjsF4HCokhrnarp6lLMu4c/sOzlmyLAljfC2fxXWWUQIhbG837OUKgs5vv/Pf7l9XCquNLzOOT7rzIMgv7jKKEGpAPJ4gFyX5YIM0HSNkijF+/am1o9UldVOhtSHq1pjOiircPyH9+XrPXotCoOuW69dvIJzk7VffQJuC5z71Y5x76iIiJB5qa+hcVJxzLKclutaAQUbwic+8SFEvQ+TF0ZnF9euD+/CM8WPFCx79cOfuXQ4ODpBKkmZeJtDJojoCrSwK0iQhy3OyLAMc0+kcX+5bUZU1uvEMc900Xk6EJ6XqckFpHO1ggLMSWbYcHp3w5JNXSZKUy1fOMxhucnh4QlUXPPvsM8znC7a2t/1GWQiqusYJSLPMywQcJFFM0SV/hU29C0llXnpQo9TKwadtWtrWg+NIeblBHMdURYm1hjiJgyez7qvI6bZhY2ODGEVVlmFz56MKaZoxm03950IJ5278KqUY5HmfcNdV6FNKkWUZRVH4v1UlaZKSJGn4Xhleb4iimPlyztZkkyZYwoEvHNK2LYMoIo4T/IbOR9La8OwKqSiLYsW2r0lsgf68BnlOWVcoKUmS1BdYch48h4l4JX0Sos/1MMbr+9UHjNuPwxhr4D9zzn1TCDEGXhZC/AHwHwB/5Jz7h0KI3wF+B/gv3u9AEkEapxhpENJgglm8swKrQIXJRzmHE8bvUDqg1u3Cz2CFTifoQicRbn5n3i+jrmKVOhW+7YDHqm6568PFznkGFtexqmvAWEAbqneJMEH2yUn9HNsBnNPsYrer7HZU3eIqhUSG8IMUhESH0wUT1vugEQKsX8ic9QwJwcpEiQCWMSEM2IWD12zyHEjngw9WCFyX+S86lar/LtsDJElX8teunUt3agJCtTAH3YPXmeWvAbhORy7XvoOetV/rJ1zYEa6qFoZVrgePH7I9trH7fq2rBLiq/raGhIX40ItK/9G1Td6H/lg3Vvpb7E7/7Qx06yMHjzhOJ/txrEo0x2mGkAqk9JovozHWkghBoiIKU3Hp6jMc7N+m1ZokzcizlDTY/kgpw0JkQAriYHHWhKSo0WhEmqbs7OxQFEVfWp0ATuu2ZXc8oTUwre/5EqbSb4AhVAszhjh0IQ4uXrrEs8892y8EPgooUG5lD2S1L87iEIhI+Wx3wBpASlQsiOMkMMZd2VeBDBORDBtb24Hg7tlXwkfFQqTmA2spP9we+9h1wPHRMdIpNidbDEabPNi/DciwsVLsbZ7ny//ul/gHv/1lmsbwvZdL/uLP7fKtf1nw/EuSCMPJoeHoWFMbzZVnR7zyisDUsH9Ts7Wzzd6PbWOFQ0YgKnjnndcZbGwzX1pOTgx1Y1gsa5QyPPnkZe7dOSYZgdEth8f7jCcxmpRX33iFdENydHyDowd3aOuyf5wcFmc1QsdMpwtGkyED44izBBC0y8r71iqL0zVpEjEejLl18zaTjSFb25tEiU9MikKOgBASYSHqN4VdYQ0fPibIF/pHG++pupKUwd7eHkdHx7S18ZU+04R8uMVitmA82SbJhjgh0W3rWTYlabXhwf2bPP3ikzRtTWzzXg7kjOmfQWFFqPJmUTgiISkbzRtvvMOnfuxTfOsbf8qv/ObfIt3MvVWh9fk0XuUlsKbBIbm3f8hiucQJD5p9MRNHFHXrBX69cw5jP3Jhj8c2bpum5hsvv8zJ9IS6bXC1pam9dnRze4vZbNbndhhraI2GVtDqliRJmM2WJHHsK8rFA4zWVGUTqtdd4N13b9I0LWmcIoRiejKjKGq2tyfBaahCRilHx8fM5wUK2N2ZkKQZ9x8cMVuW1KZl59wexw/uMzADhqMxsVhV+exAvK5rP74AoSVpmnknIyd6rNLVblDKR7zz0Yjjk2PGeU4apz6C4Hxexny2YDAYeHbcWF/NUiryLO+lBmU5I01ToliBBed837S6ZbIx6XNTtNbUTU1ReqAqhOhzPubzOcYYBvmQNEl7NxBSjxnKumbLrSRGMopomoZFVZIOB56xjmLSJO1ZXr8h9TZvummYz2aMRiMkwVs5sMRxHFMGi1yjLcMhZFnqazKw8qav65o0TWlC3YvO7jfLvBzl/dr3DYydc3eBu+HnuRDiVeAy8EvAz4W3/WPgn/NBE7RYJYJ1/6SUOKXw6TkrQ3K/k7enEg86Lcw6K9st+kKKnt1aO/cANlcA+GwykgjntQ5AbbBscS7oz/zBkFZiBTi5er0Dv1prX+Z2fXFkBTTWz7kLH690iQFchd91YBtWyHMdZPqJnM6vMrDJnkVw3jA7FEfornO9r7qQg0T0IYuzmtPV+Z41Zlr16/r/+5Ci9bo8sf4eEfRE0Pe/s3YFFvtQs+sXPRkmECdWCWDfTyDvsY7d7nTP9CesNMbdrtusy1H6RfThz7/3ia+q/qwufNVhvb459I9aO6ZUjw75Pup7V5um1TOx/pmu/4lL9yCtAAAgAElEQVQUKklojfH+kmuf11oznU5xTiCijHObG9weDaklRFJgQrZyHMfUyyXaaCYTr7nTxkc5ojjujdqTJPE64pDBnOcDWufdIbSJOH/uCZYnR5Tlos9qVkr14YseuErBE088wbPPPgfQb4pX8ikfHjRyFa3xujRJJ2ASrO6Dn0NUd+EhrBj6TQqCCP5U66JTfXLjI2/2o9vjHLvrkYhiuSSNMyYbm2RZ5hkr4+e8QZLyn/zW3+OXfvlLIBxNbTm8Jpg+6dibZIw2DMcHJTfeNpSV4pOfEWSTGWa+wcZleOuNu3z239pja5LTNAZha77x3ft8741r/N0vf5ntySZNISjKGpxgb+8cSRJRtw3nJ5f4zitvs7V3jnfe/h5vXvsG6SXFtW/9C2yzxLUtkYxRkfJMpmu944OQxEkM0svLDm49IASgcAJfplZAsawYjFKSmeDw4B6mLbh09QpSKrRtsfi1xYSQlsPSOp88KoTAmDawyg7vGGFxToexIPrN8Y0bN7DGcvHCZbLBiD/59rc5d2FIOhhhiYJ0rqVpwWiJMILYViRYssGg3wx7qWGoASoePY97Zq7h6HCfo+N32LsyoYo1kXA9cwb0emetLYmFROekSIyecjSfUjQV4AujOLSfQwRea0/0gZZXP6hxixAcnhwTJ0lvZ2a0L5xRFAVPPHGZN954s8cFxpiV0wEwHo85fnDfk1FCYrRmZ3eXn/rpn+GPv/avaOoly0XJYHsPa1qctrhIIBVMNsfcvvEOX/jiX+VrL/8pTW2QSjGZjJkvlzzzzFPsbW/z7vUbPHnlKXZDMY3FskAbSxakY7H0CWKtbnucoZSiKAq2gtPNyfS4ryTXuUcIIZjOpozHY6rFksXCA+E8y5GxpIlbNjY2KE0TmF5BVVc9szwrZ9y9e48LF85jrSGNM6xtTh1b4gmJPM9YLn3ZZ2MMy+XS93eQf/h76aOE1ukQYfZStEsXL3Hy4AFxmvpziyIIeEuHezXOB320ZZUMJ8hGQ7RzHBweko9G3D8+Is9zBnl+Ci8Nh0OyNMOYlcRVSF+URSDQSlNVFSL2jh1ReBZ1iCq+X3ssGmMhxFPATwBfB86HhwDgHj508qjP/Dbw2wDDzS1QCrQOCWOsgIMEjMMIX6XJhzyFB35rC/i6rgs6/ZfoF7I46FnCnImfZ1afd85BZ53UTTbW9XZusMpOPgsArdBIIAks6nq4Oo5jnDYPTWBd8zdTwpqUohOasyZ7MM4h13S8HTiFjqF1PjwgBAG3A4JIeB1TQNk+ee9M33XX5r/fBAmEB6VOgrCnrYhswNoOixBBssKKee77sAsvrzEnq/sTmN7uerrwZsca2/V+JoQsT28MupKtZ/v0o7SPO3aleBhcduMxjhJ0W3qdcRjXp3D/hzhlIYJcJDTpPOMj3Orj/bgOgFV0kpwuYiEf7Xv8qMjD+ub07Ovdd/WfR5AkYww1RbH0E5KUOK19KNGBUBmuuM/tG+94eyVBH+40xmC1ButIk8yzvYOBLyXaaqqyYv/+fTa3t9HWJzxpa3sJRdM0CCSWiJOTB+AskZS0TUNRFGxsbCACcDUB1Bpr2dnZ4cqVK9w/uH86GUMIdOsBu1LKbxCdL53aJckp50izHCGi3v/YFxpRgI989Al/Z5Iu16NQfd8+4r582PZxx66KIrStwSliKUkiUBJUomis39AjNFWbEG8q0nGKrSWJhL/w84Z4tOCJJyNEKnhwkvDaa/u09ZJnX3yeP/y/HzBOct5885jRRsp4M2K0IVksFNdvlfzzP/wOs7njmWfHLFvD9GjOwb0j7u0f0rQNaEU2GXPr9n129sZ887V/xdu3X2b/8F9z/903qNqKyWAX4RLa9j5lWSEkRFEYvzJCSMunP/1JXvvuHdLBEJnGGOnlAImKSLMxRXnErXff9ZUVhWA+n/Hu9Xc4PLhPGkrWplmCbmra1lsNKum9ueMoIUqlT1psDSB9ed7YS91GG2OQkicuXMEhefKpp7h9+y5/8vLL7Jy74EvyDoYIoZgXBXGUEkcJRrfcP7lDtbxOKiOwPg+mc6QQ0KcyG+sFDtbqkI8iEEZgao0wFe9eu8l/+F/958gEEBLt/HwsceHZs1jhaHQFpsG2DVcuXeHqJ1/E4siiDCXxRZ0EWAxgVxv0H8K4HQ4HNE2LbgKTKgTj0YjReIyxNbdu3mBza6uvVGe0wbSauqrJhwNkUbKztUPTlCwXS7a2thkOh/yTr/w/DAcj/sJn/yKvv/46dd0wHI6IjaZpG6Ynx7TO8rd//dc4f+kSb19/k9rESJWg6yWvfe/PiKOYk8UJdQ2zeUFx74AsT9nZ3YZYoA1kIiYRPqltkA+wznm7tLZFKclsPmU+nyOlZDDw14rzbLeQwYe30URB9mC0oShK7w2vBDf275D0GuEBaZoSS4ENgPbcuT3O7Z7j2vVrZFnmq45aTzaONzZ8AmBjybOc8XiDkxPvuT2ZTKjruneKyPMcofy4Mlr4Qii1z6nZk5IoSajrmiROmBdLZkvvAJQkCXu7exyfeMXMIB+Ee+xlIsv5gvFoxAsvvICSyuuNO3egTlsdx0RJwsnJMaPRqCeLbBe9kRIVxaTBlUMbvx4lsd+YFGXxvmP0YwNjIcQI+N+B/9Q5NzuzoDohzgor+7/9LvC7ALtPXPFxmsDa+IVqpREE78+IC0Bq7YjdotYBgHXA14Wde2YmJMqIACq7XXiffNOB1NCklL3+7ywjHa4B8NH8LjzSwRUPLL1dlIzlaTnG2rmvW2Ktl2F0Z65Rqp5b9OcW5CbG6lUowvqNQw98AawLSQcWYzXOrkknQniiY5aF8P1yymTbGISjt8/y2jLVn0dfJ32N/V2vKhOCjQ+z+eFedqy7P195KtR/imUPANGF93vXDvuwbvcjtMcxdqPotFqpO4aUku3tbW7durXqC3k2ciAeCY5PAae16+/GYKfv8yz66e8Wwie9rcstTgPd01z/+1sgPvyaC1p1J32E4pOf/Szf/PpXPSve+ARZjA3jyLGzNeb2zeu8+dYbbE1GJJHqQWZZlj6pJ1zXcDD0Zve1z4JWSrFYLBBCsLm5yXK5pGkapPKTpXEWo2sOD+7yl774l1kc36FtqlPPfS+7YTWe0jTl3Lk9RsPRykw/vCeKIh8u1i1t23rmWq0njjrSNCGKUp/IG67F31vRM9QujE/Wvt8Ezdx6+xgbuo89dtNs4NbdSOIoJUuGzE+meD8FgdGOjY0NshiO7s2Z3pdceTFn+4KgbhLmi5jmwHJyS/Hk5ctcekozkIrF3Qt87t8W3Li9xUs/6SUnJ4ewf1exnGX8yq/+daZHb2BkQ1kkTKcOYyQKRbkw7F5WnLytGW8N+f2v/h6vv/Y1Dg/eoZ4fIVrLVn4FKYeIqEW3MSpqMNqgW1/xE+mdRA7uP8CKirKwDKMJwzxHxYrJ0EtyIilgq6GsFyyLGVZrpHXsbm6xnM9xznFychKq+nlQ7IGopW0byromVUnYDDka65OjIxUz3T8kGQy4d/MeFy9f4fr1GxgrGA0nCBTWCJraYLRnvV1jaVxD5FrOJZZ7Jw6bWKqiQrf6PZ9Ps57A6QSxiFHZEJdEyKEiHnj5jgybac+s296H1rYNxVHNnRtvcXB0wt7TF9l5+kmWyyVWSSIR5ntJKLfrfJjeuUfOXz/ocXvp4nnXtg1N7SvAaWt5cHLC0WzGeBATpbmPSDlHqiJa67zbhFIspjMSKanKku29La48+SSxikDC8889zZ3b95gvTtja3qBtDbPZHGthe2uTc+fPU7YNf/RPv8Kd+wcMRxts752jqhqK5YJhnvEnX/86n/+Zn+bJZz7NG6/dZLy1STIYom1KYhLGyZhicUwUjZiVBaIqeznnxsaGB/JWs7GxQVEU5GlO07YsFguqqmI4HDLZmFCUBbZpvJTC+XwMhyMeZAziEYvp1PvHT2e9dNQay8Z4A2MNN2/fZDgcUlWVd+aJY1QUUdx/QJqlxE4hY0U1nQIwGAzIsow881rtNE05OjpiY7IBkSKKI1KX4oxnmzs/5iRJemnQcDikaRrm8zkb441ed08gS9qm4ejokEHqSZJODtFLEgOrniYpJ9MT7t69y+VLlzEOqqIAhHd+sT4S0jQNw+GwZ4g7QByHAlTv1z4WMBZCxGGQ/y/Ouf8jvLwvhLjonLsrhLgIHHzgcVgDS3QLmO1ZMeGCJ6TDa/4CnvB2bKuSr6I7mhAhZBYSBgRYrNeEdeChU4idAQYCTgOLM7KAswDFv6ZIgim2IyToCdcDX+HOJoeFBAbnM2lbHXTBbk2TE1hgJzxYFIFiPLWO9kxe6I01BlYI4WnxYIkm8Ey7PMN6W2cDKw+dFVV33v0GI+zkrMWH1YJ1nP+e1bl0exsZuq1jMD1b6ggpSeHzdsV5u1W51PV70blVgN/UdL60j2yPWDTerz2usfvex/fA+HYo/b1+bx8lozklg1hj8bvXu4Qy781Ir6U1bYML46vbZHTJnGeZ30f93Elo1lnhrq17i/vP+OtyeI2xROASz6aqMPFYrXHGA2itDWkcc7B/lyTufIRPbxwWiwXaWOIkJU0ypFQhmU1TLJdMJhPyPOfu3btMp1OOj45w1rK1tYU5spRlBU2XNBTY6PV+PDMuOm1fkiQ0dUuapr01ly/z7C+0k4N0Uoo2eHWKoNmLorgHxt13WRvGLMGtQHhA0rPtZ1j4vs8/Ijh+nGPXaIPFn7tFopIUh6BctmwMM0Dw45/4DBvZef7JV/6Af/Tf/R6DYYJtaxoaRJsChrIyOBLO713mZ7/wBf79v/Xv0TaWS5dTqlpwcl9zMrO0gIhavvOtN/itv/0Sf/yNB+jlFpPzQ46O7vLg8IgLV85zv5jzrVf+hDfv/jNee+VfM58dopsKaSNSsYtx3sIsEglGK0xrw9QvMcKhvIsTVdXw4gvPcuPGIW1TIwuI4oSFWODqmmU5py1m1G3t9ZbGopuGvZ1d7u/vI6Uky1OUdFRVCVKRDXLM3NCaFiUUrfNSCmstUkniLCNPczIrcEoQpymHDw6J4oQ0G2KdY7GoGIoMKyRYSd3UJHGEti3l8pi2uI1UEbWzIfnTj5m2bfux6ESwGwW0tb37SppEpOMcp1umB3colwuSJCNogPwc0c0PiPC+BYtFiVCCOFZoo7E4Iin6ymZdMrQz4tQm8M973LbaYLT1c07ITzDWAI7GxriiYntrm8V8gQtuCknqPdZPjo77zc1ivmQ5L4ik9MnCAl+m2FryfMBiccDGxrC3jowiOLq7T6JSEhWB0dy78S475/a4cuUiVVlx+dIVZJKzWM6QcUJjHfePp2xMNnn+uWeI0gpjIRUQ5Qlt2WDqGoxBCYkSq9yejY0NiqpAt5okjUnjFGsNi9kM07Y4C2VVIpQizr0uvg7SjCzNaBvtq98lCaZtWRZL8jz3mlvnSPOc8WhMVVcgfM5Eq1ukE5RFQVtotre3qeuauq7RxlC3XpKSJgmz+QztLJPNzQBePWCTSpKPhty+d9fbwmUpURwTJ2nvpjGbz4IkzgPUzpkjSVOiNEFqg8FxND1he7LpdczCa96LsiBJEp64/ARRHNO2DSr2jLE22jPgzjHZmDCdTskHOTJSftw4h9CP3mSut4/jSiGA/wF41Tn336z96f8CfgP4h+H//+eHOh6nw8wCes3pwylC/l0CDwI6O7YudNkxnx6cBWC5dgTR/ztd5GI9aW4dCJ+57lOsIBAM8bsF0IPR/tjA2T2wB88i6DJ90s8pllX6KlwBY+MlNA9rg7teCEi8owNOnWvHLLrQR8E5NpzHGnspveuFO8s29vdGeg/o/npWDORDQM/JfrHvWDbZbRg66UO4QavPOb9A915vro8OdJcskL2A/tQZnAGZH9Qe79hdG52n2Fu/y14/vw9iBztPRt85PnEEIVBC9nq5btfcaW+d9WVL1zX3DrwXpBAh3ClCmCrqn5WuUzsHiE571bPRrtvGsHJNcP1/PDh2Fl2WnrZ2XspjuvveO6wYpidHbIxGxEoSrRXU6ZJO0zShqmvGGztsbu0wHA3BGQ4f7JMnfooaDAa9Tnv33DlvqH9wn+9+97voFAYDX81IypW9j5dr6LUuFf2Y76Q6SZL0tkhBA+T179auHEV64OvDjR0bHCvvbpNEkkY6r0H12b4411nEha5zq+OsS1b4CImU4Vwe29hNkoQrTzwJKsIhSJOMxXKBkI6tjQnG1Fhj+dkv/CyXLzzJW2/dYDE74cbNQ4q6Yndzh7LSNFWBdRohFYdHtziZ3+S1N75OWUQgGobpRT73uZ/lwsVnEXIAkWX3gsCqhGK6wcaWt7NKhxFblxLUcMb//I//a9648WfU87ucHB+hZEQic6TIUFGKjP3ibY1AtynWpqjYolKFUCCsDgzRkqapGY3GvuqcadHaMC/mSF37ymEEJl9K2towm89p18qILxZL8szr0FUc46SiNYbRxgZtWaGNJc0zrDE0WlPVFcY40jhjvijIBhm+fLNCG0OawCBNPGESmARnHVWtydKIzXHGcSPR1ng/5vC8N03Tb659ApwBEyR+wZXCWdCRIbYxlhbRlr48sgoWZt38ig/Jt22LtMr7yCrIxhnpwJcMlkIQxVHYOLOaGyy9C9SHnXYf57it65q6qfuI26r6oKSqGtIk5fj4mLYJ2lkp0I23ghwMBr1MwWo/fwr8nBorCcLfp7It2Dt3DhU20s45Dg+PiFXCbD6nrCrKsvRl7JVESi8tqIo5eRKze2GP6XxJ27akwzFCxRw8mOEihTGa6fKInYm3fUP5zUpZ+STSRrf9fNdV0EviBCkEaRxROUesFLr1keVIKVDelcIGy8s8zXu9eVWXtFVNVVUkSeL7YLmkbhrm1cyn0EcKqy0qUjRNw2Qy4cHhIUDP3Nq2JRsMqKuKWrds7Wwzmy989UghqOsaKb3H8ygUemqtoV0uGQQ9sLM+Yte9tyvo1BFHnfd+ksU02ucLdI5fXWEUrTXD4RAEVFXZFz9RwWHMaEOWZlhnGY78xqbRmtYYoiQmVtEHchEfhzH+AvB3ge8KIb4dXvsv8QP8fxNC/H3gXeDXPszBPPhyAdi51Wt2xSqeyqjv39X9LnoZQf97MAUL5CudRU/HZErxMBPcszvri9cjfj8FcgRBxtCd/2ohRMhT4e6ONRNCrizUpERKS1fqs0vA8w+1B+zdAnrqfgqC/rf71QW96eqcT/WR9Co14eSKEe5YaLGSl3QsItCzEjiBE8rvaENfBxojMHzr960TUKxAoZSnE8+EC+fOit200oWEp+A/GZIIu5stARucP1i7tvWSux+yPdax+94k9sPn9F4brtVnQkrimi/3esJkp889nbjVDwBgbYxKGe7p6fHgnFuxl2vHcmf+dZ9ZMcVuZWUoBJFSTA8fYI0mEn7i9pEFRxMSc8qyBIEPta1ZZnUyHaUUynnz9cnGhCTOyPMhG5MxwzxjenyfO3fukGUZOzs7TDY3yfIB589dYLks2dvb4/adA9q29npD6XWenT2gMaaPPAhWIL8bPZ3GuCtVauxqE91Jobq+7yMgYVPSledWvjbw6QnpTJNyHUSsjvkRxy08xrGrlGJjawcb5hCtWxbTGbVuiJTChSp9L37qKc5f3OAnfvIFfvVXf4F/+gd/xKtvXuM/+q2/T2Urbt1YcO2d2+zfv0NRHXM0PeSf/YsbLBctWMNguMW9o9ucO3cZJRPvJmKW3Lv/x9x8CwaTCKValsWUui0QQvPyn/5LZvUDPvHUSzTae4pIG4GNcMG71bmaumqIo5ws0VhR4YTPLXHWS79aXVM3FdamtE1D3RQ4B05IohhQktFwQhRJokSBcNR14S2doog4ivrF1zlLKgQqTmhaQxuy9rW2obytw5cNVxjnJWXaWqq6Jk8HnvFtGoSsSOKEtilIBpmPeiBAJli9xOljFII2yDecsb3crRsv3pve9nOBZ6yDlZu2WC2RMubZl35sba1R/Trbzctaa6b7t7n2Z9/g/s13ufzCi+xdPLf6HhfcVcL39xvyftx+6PH72Mattdbn2/T94Vf73idXeSA3Go0CiG4woRqeRPTRt7b13t0QrE+JoW1x1tFa73QhpQhh+ZbDw2PSNEcq1Re92NraQklBU1ac391lOMzZv/ku2XDIxuYOMssYbG6RDoa0TctyqVGJZDEtSLOcCJ//JKWPtiVRjGsb6rru5/vOD1hbSz7e8Cx4FFFXjSeq5CoSrpRChrnXyyusL9yxts5WdR2Kbvi5vWkaYhcTRwlSKhwt+WDAJPRnD2BxJLH3YNbWoq0H0g6/LneSBW8dZxiORujWbxSbpumLb3TjuEvQHgwG/e9xHNNqTes02njG21jjryWsXzJEUpum6c9vPeJaNzUIAumS9smCLoS0nXxvy9OufRxXij/mPSEBf+37PS6sMcdyDVxZ1+tSCRwwQqzeQ7d4dQfoFrLwvgCCZdAZr1e76xjVh0LNQqzOpWfZ3Cnm059JQHodYbrqI/+9HVgJjK4IO20pA1Ms5TqJt2IY/S8eWEv5yEVUdue/fp5r/eiE6L9TShlO0/Z90zGNvQFeBxLW2XYReX1vSGRyIbzWV4cKModwBqxSHkXP/Iq+3rZn+oX1SWSdRk4IiVXmlDezsA7sqqhHlzgIwWc0bJY+KjD+QYzds2PHOecnz26zcIpBf29gvHaQtZ8f/T3r3+Vwp5n8MNasDROCc2t68NXxeya009muX0d4b39HxZp+WXg50tGDfazWqCTrow2dq4RSyterHw6IIuW1n2vn3LFfDsjyjDSNqco5KhLsndth5+mneFuXgLfYuXr1KpcuXcLhmazFYh6ypG9x986d4ACSBjnFmhyi32CJtY22D7vFSbw6J4EPt0crFn29n7vr1sYgjD1l1dY962Ei6vtxFZ8J39HLLVZg+6O0xzl2rbUsFzN07StTaeOzxeu2RZsGpRSTySZ7F0YMNyU//pOfAOX4k5e/RZ7e4Rd+/hfY2tvi7Tcb3nzndW7eeZ39e/c42C+wasr9g/scPjhiXp3w2ut/yivf+xrGhiJOEVTVglgKtM6IlCWKE4aDLc7tXOL5T3yWoi159vnP4l75NkW5CAWgHNo42lp7RlNK0ixHxZaq1bS2QThv4q/CxtA5i7YNRbmkrgvyLGM0HKFShXOGWFiSxDOsTV1gnWE0HtI0NVmShihWS9tonBOkSU4UJVjXZfyDKAQWi0oSL6szEGcpidHISJBkGVGcYp2PejV1iZM+KaxtWuJYEaeSZrGgmR3065p0YANYk1IGkGq8rhgXQNNaojIOrQ3VsqEpNZ/+/BdCIYXgLS59vovRPnlLKcntt9/kz77x+1TLkud+/JNs721TVhXgn5+OLDkLih+V0PvnMW4RgjTLMG3riZKQgNg0Pjmyi3xloXJcVdd9RGi5LBiNB0ShalongXHOSzSEFFhtGI3HzGazfm5tmpZiWVFXLYPx0GtypWQ8HhOpiCSJSZOEne0t7t454PY7b5O/kBKlDpxFSYWThqaq2BhNaKqUWemQVjNMFFmiUJEgSVNq3VJVJUpFJIkAfOERb482wAKmbYmT2PskW4MK63GaxGjt5/ymqUmz1GuY45g4S7ECX5EugO049mXgEcJHhJWgNbr3g3fWV96Lwxgw1vRgtShL783Mal1zbsUICyFI0iQw134T2TkAdfr2bnx14DXP8sB8+8T6JPbVT1utkcJLXqxzK6DsHFmW9XNwt3lbLpcMB0MEQc4WCEBj/LPTRUrfq/1IVL6DwKjIwJDa9dcl+lRyQZgEpGddVxXvAjjoAGh4b/gBn51+ZoHvgDMPg4UeMPdHWLHabk2K4LdLgo7sdkL0f5WIdbzsXwtexM6JPoHMsqrnDWslabVBYFCB0bVrlQA6A/MOsNswOazLJ6BjfCXSnLZgEyJ4roowqIXErpWDOTWDybgPUUshMEIiI4VSkWcjRWdk1X2/P4JYO5BPglpj093avex7x6zO34H3i7b97z7xa016Yd33NUk/7nYW3HSgb7lc8BEYlfdsfQJo2Nx07iiEkSiF8DKggMyc8xY43YbI67lXrXPS6DZfvT75oS/2VRvXNyTGWnQH+qShmJ0QyahPqPM28v6qffUiS57mfSZ/xyh0fVTXNTJNEFJwfHLfJ6kqS6NrLl5+huPj+3zxi19kc3OT3d1dLl9+gmVR4KyjXC6YnpwwyBKuv3ONOFa+gI9cFd3oJSj9NfkO1VqzLAriYOEkwgayKAriMJmfitx0G2XnaNoWJ+PgC7pKrI3CRrebSxyPSjylB+qC1abjh9GauuLdt19BaoNSEVGe4aKIeVGSxTHSKr74M3+Zja0BSIWpJNOjhrfefhcZZfyPv/f7/OLP/01snfGlv/5p9s69xNEtyStfj3nms4JrN/f56lf/mLduvM3hdJ95MfPsa1WwrCoYQtksEGqAEhFpts3Vq5/mL/3Ml3jhxZc4KOe8/to3ufbWm7RNjRMSK71PcWsNumrI4owkSzCmhGAL6ecLfz+VkLTWMBilTGe+suc4G7K1uQGRBGl48/VXGI1G6KaiLJbYwHJFaYpQkfe8t5BmiizLyfKcrd1dNrcmvDk9RiURTV1jjUZZg3MCIWMGwyFVXZOMB4w3d8iyHKMdTdX6iJmUlNMZcZp7oIVDOwHEuFBMRAg8OeC8TMgz+xqjDVIKsiSlahrKtsU2LWAp9YKj28cc7N/gx//Kp4kiz9QlcRwGoHc4EgJcnDDbr2jtEJXECBVjQ3W7zuLxVEn1tTWkk7r9uTfnNz1xYAN1q3s5xHpEbrlc9olWWntQp6KY6fyEyWgLIby1l+9TE2zfLFEaMxqNcMB8Me/nU4fzxVamms3tLbJgITkceq/16fSESxcu8qkfe4l5UXP75rssyoZzVxZcefp58jylLBeM9ZjxRueJbGgby8ZQMBrFWAQiyjxRS0IAACAASURBVIlix6JYMJ8vGI9HRLEHkrOl102fnJxw9cpV5sWC4WAYksssSRwzMwVK/f/UvUmMZVl+3vc7wx3fGC8iMyIjMyszK6u6eiKLY1MiabdAW4BkWjRgLwx4gAHJCy9oeJANGLABbeyFV17agL3QgrIlQZAgwiBhgZQMi82hySbZ3WRXdY2ZVTnF/MY7n3O8OPfeeBFdVTTJZlf5JAIxvpfv3Xvuud/5/t//+/wamCRJz6yOJhOKoiCKY0ZhyPHRc4SF4WAEUrDKN6QiZbleE8Yx2WLJ4a1DjPD3XiF92IgONFhI4oQ8zy+raS3g7TYmeZ4zGAwQ0rtjgW/in06naKXZZBsCHfT3dCG8n3IURkSDyOurG691F1JSG8M6z8B5u7vJeOzX8NbWszNAkFJSll4mFTqf/qdky2q31n1/YRrj7+foS5ntRwduO1Pmvvxr7VbpoANDHWS9lExsferBAniWUUp35cLuWLLuxtg9pvv+yvO0YER0ooX2Jtv7oznPTlwVFW8xhG20Kq57vNdHW3x0qjGXjVB+d0S/w3c++PvydbdgZvsEN61Gp2f9hGccPHCC7ZL8FVa6e84tBqsPkhACK7oAFI1U0gewtOUVv/MSSBn0r0O0ZPH2InppB7d1VMRlydq/3Eu5yDZwvkzn882NnRWWs/THpAMnn6WxyTZ9qefP8/r6cyy8JtYnOLU/2vrcbfqusM09YKa/rvxcvvrcvQb6+t9310T3Pe1eED+fyqJgb2/vcv7059hfj0kS42hjTFs92XZCVRiG6DBks9nw4sULdnZ2uHVwwN3D26wXC548ecp8Pkcrxe5sxv3793j//Ud88PgD1us1pycnCCEwdcFoNPXyjEAThxFl4ZtKBoMUWmbI0nZA1zWr9YoojrYY3y7E5HJzc0W+5Zy3fjKGYMuyKi+8c0ZTVX3MqRV+NvcguT+Hnpk21mKNBzufCrjA+48en54zDgeMhyFfuvsSdw5v849/47dIoymakL/zP/xtxuMpzjpOntScvBvwpS/9EL/1/3ydv/d//F1+/uf/Bvde0yRxgC0lelAzuLsGmXKwd8C/9+/+O5wvHXlZ8+L5hjyzvPxw4jdCF4Y331jwU39ph9P5Kc+Oa2ozZGc85Oj4iHW95umTDzC1Q6DbpC5QsobWpk+gCQYpYV3RGB+KIYVupQYgpWcFtbZMJzGm2HBy/CFSGV7+3Ct8+4+/SRoFlPmGpi4R0qICQVXWDCZj6rIkHQzJ12vuv/oyd+7f8/M3Dj07ZwN29mbMXxy16S/demZYLBYecJum9Vn2qa5CgBKK5cWcTVXgUBzcuUvhKly1RklfyvfTxceNdzf+DnR0UqG8KLBNw9njD3F5QagVtgl58mjJIluyf/sAJXxKI1r1yZJBFHJxcYGzhvHeAS9/6ScQzjKe3ex97Nm6HwghtpyXunL4pzZ1ybKM/Zs3qauKIs+pK2+JORqNWCwWGGNa0OulFaPRqLXN9Me1Md6+zTmfBJckKYPBgCxbo5Ti/fffJxmkWGtbH+GE4Wjg0zLR5EVBtt4QRxFlnrO0lrsv3eaVV17h97/1LUbDCUk6JK8q5hcnRPGAl+7eZbq7y9Gz57z88DXKxmHcho2R0EhkGZDnFckgYjiOCNKkTQOuqeoKFQSMRiM26zVN0/Dhkw+9ZWSbkldWFYEOmYxnGFv0BErVaq3DMOyPiRAeNGPa2GWlUdL/fH9/HyEEd+++hBBwcnyME943uKy8NjgIA1brFbOdGfPFHGt9HLUUkosLb6EWBIG38BSXJIUxhvV67Zunt7yRO8//Tg4jleT09JTpdNpa1nW+zKr1WfdNr5PxuHecyPOc+XzOarXi/v37/VxtTINrr5eyKFgsl4zH40+cX58JYAwgdQeCHNI6lDE4aUFanHJUjWdqnWuZWCF7ALqFfa8O4eMynfNfX499lkohlGdB9daup3+4aBvkRN/iRgdFhBNtehUgTF+67hr4uj91gOxfZ8fQ0jttBK5V40r/WI/2XLt4ChpE20ncyoyFwzlzyVRDD75COsDSgR2PHF3fmCda1uEyP9xtN7MJAdI3fVnnUHg3ilAFBEGIQyKDkCjQqKBj5tpGO6G+x1Wh/9zDtu1zQ/s+t6HdtfPorPfCuzYuy3quN7z/M2g1/8KGrza4Pj4zbP0cvx+sdrc4XDLzH/2+r+jMt8EuV8/N9b//E0c7f7uyVVGtmM1mvjTWdjvTgsptQHi9WtG9l9dffx3wUok333obJwSL+QXf/uY3SdPE26oNh0RxjNKal156iecvXnB6dsrOzg7Pnj3zCUjG8PDhKzx6/MinYMUx1lrW6zWuLbF6dtwzGkVRcHFxwYMHD7aOAZfA1tor5+uyVNdGXku/WQzDkNXKd4IHYYhpgUs3tufmNgCX/caWqxuZH+A4uHWbV1/7Anld8mN/+acYBAHvfvPb3L99h8Ob9/iv/6v/jsFgjFI1zijSVPGz/8rn+em/9t/yUz/3b/GP/+4/5bvfEDzY1UR3oVKOWoXsHGiyVYPU8J1vl+hBwD/9la9z786Yv/6vv05Ww2Je8Nu/8SHDScJqXZOvBaYUCGlpmpJ3Hr1FFGqoa4JQE8VTBJKmqbBsqKxgZ7DXOiicUNmcps4oNxkqiAhCf1ytcQhpaBqvF42TACUd0+mYP/r2N1msLtjd3UM3JYWzEAQEgaYoCnYnU5LhgPPlgp/9q/8aw8kUpPZOHkryja/9Jocv3aEGxpMdmjJDhyHjnT1muzd4+sETloslk70d5idnGGuJ45QkGdBYx71XH3Ly9Bm5tQRhQL1a0NQ5tl2upRJUDoqqIGwBhhMgtPTuGXWNThMunjxlqgPqRNIYOJ+f88Hj7zBMBBWOX/vl/5OXP/eQ4SBlMBwQpTHCN3mQpkPSZICzijuvvoyKI9arFVEywOD66NymBf1dqdo5h9bq+qr+gxvWcnx05IFhK2eKooj1ek0XIpGmKYvFwv9M+L6XMAqpTUpe1ezuzFguV2w2mzYlzTOPP/uXvsqzZ884Pj/1XshlQV1X7EynDPb2eP7sBbf398mygsPbtxEClqsFL46P+If/6B8hw5jhyDPSNw9v4Zqa9eqCxt3GOUc6GHJ09JTVpiRJU8JQUxeGuSlxpqKZb5iNU0KtyfI1UjmCFrg6Y5FCsre7R55lTEZjtPRSGa01ZxdnaKX79fHo6Mg3qgHHx8eMx2NmkynjdAjGUhuLkgFVXdHUFXEcU5W+6bi0vjlTKJ/IuFgselKjXOasW1A7Go3IsozlYklV1T58pNVgd42OXaUzCAI2mw0Ak5Y175oYlVJ+I9nK34ajAUL6oBOtNcPhwMc/C8ni/Nyv41oxne4gne8XuXnzJpPJhPl8zmw26zeSKElV1xjTcPtg3zcMfsL4bADjj7i6nHNXHAigvbGIzq3AfcTjtkHt1efdvvF3J0rg46YVrWunuATN18Hd5f/Q3uDFpSvFNvjYBiHQliCwVx7fvVTRMcf+L6+CytaiR1mHsR1j53/u8fNWOYtL261Lr2H/zA1g28jQINAI27RelFfLYz0TgO11QN2HdbUv8cgQpUXPVgjhG7CElFi+97hdeT9b2beXcpdLUOf1ylePeWd91R/LtmrQVRBsy7p1X3+WhjWW5XLpd9JpTN1UdP2JHwVC7Z/AvXSPMW2qlRK+duHP+dVqyfXNyUdpWfsqzTU5y/a4Ppdp/w9/3bTPg+PZ0yfcvfuSl9k0Dc5BEMY0tcPZmngyRLYVFqFUy5Yakjjm1/7ZP+Pg9i2asuLg1iHz9Zq8yKjqguVKkUZxvxmYzWbUVUW+XPH2G98hzzP292/wweP3qesKi6aurXcUqA1aKAIhqOl8v30TYFfuW6/Xvf1dJ53SWvv5vKWp7H/fbnSVUqhQIUJBGCmUEjjjroDe6xuS7vsrm7g/hwf392MsF+fkqwXHZ+f883/yy0zTlDRNkdGAbH3OL/7i38Q6Tbk2/J3//r/gr/8bP0dNxW987Tm2HvIf/Cf/Mb/0v/2vLEVFcyHACrKFoFwEHL4U8uv/d8ZkDG9+95SnHz7h5uwAI0qMkty8GXLr9gE3b4ScrtccL9aEOkCaFX/8rW+z3JxTu5rz83NEELVBQxZTVhSZI5Y71A2syw1CZT58oSpJQoWONKKVAXSNkrapEa7CNBnz+Tk61NTWMEpDTo+eMB751MVBmjKejHnnnXfIqpIb00PCyYjJ3h5RGGGMo6RGBhqnFbv7N3n23rvUdUO6s0sUJzgnOT07B62YDHY4P1+SJkMmO1OMdaw3K9JhynI558XpEXEcsze8w9oELGofe4uoW9JFEkUpeZYjg7BvEnXOESqFLUpu7O3x5I23sA6Onz/m7W//Hu/98bcwDt7+wz/kiw/uc3D/NoM4paoaFusVWZExm+7xweMn/OHv/D7r+owf3f8xoihifnLBWs6Z7O7g4sSDHMEVKdTlevuDh8aiBVn9tWbtZYhSe70Nh0OePn3K/v4+0+mU+XxJtsk946sUpoGTo1OEFD2zWpYlcRzzK7/yK4xGIxpnEdo3cAVtdXQwGPD666/z3nvvUVUNT548IYpCEJ4omEx3KY1jNpvx7NkzTF0xHI4ZJiHYiqOTpwTxkLKomC9zoijsdcA+iU6wWee8W2ZMB0Nu3tyldjVlXRKHmjz3evTRaMiN8Yiz01MochxQVxVaSmxguX37NnXlZQvOeY/4/Zv7XMwvKE3DW++/y53bt9FWUFUNURgQolguV+zOdtlsNlxcXNA0jU+dS1PKsuTk5MSD2DjiYH+fMs/ROiCOYuI4RkqfnpckQxaLBdZaBoNB7+xhjGFnZ6dfewfpAKW9X32e5314SCePAM9Ud4x41aYc6pYBj4dDX7kTgqa2ZFnWu1aUZdmD7rJpiNOEnZ0ZdVMxmk4/cY59JoCxcA5RVOjGkCqFCCUVsLGW0llMTS858AlT0ELU72FbLgEB/TXb64mFuMJqdppZpMBIn2PeNT10N8pubEsUut91iW5dl6htm46AyxK0Uji7BZTBs8PW+nzxNvLYOh8m4puGWjbUv0209po50afLCf/YlnJyLTvX/S/9jdlC6CQW60sJLcPo2vcghcB2JTOlfINCW2rf1mspqZEiQEjltVzCexsLSRuwYdtkwa5R8DIA5FKWQg+oL8/T1b/xC27ngtC+eVqfagHWeDu5SzDnNYVYS+/i8CmPbSCU5zlRFHH79u02gSn/ZHZweyPH9qbp8rm7klR3DJzzwRJXZBLwkaBsWyN4HfR2c+ajxlWN7GX1xLY6d2sMurU8s85RG0NT1wihCKOEzSZjOvFNKp5p0tw9POSnv/IVfumX/h7DIKJQitu3bhGdn3M2n5NvNsRxwu2XHxKGHhCMx2OOj46w1qKVZ+6W5z496c6dOyyXS4q8AGfbxr42mEZspTK2oMLHxJZXupM71qlqwz2uH/ttmZGSPmLUv6bn/fV+/THbnz8yffAjj/gPZlhjkTLg5t4hkRJofFNWVq559N1HrOoVuzd2+C//87/N/Yef4403l6yXlpt3DlHKcb58j1/8b/5TtEiJo5gwSgmDMXE0oS5XJOIW+/sjjuY5o5lk58aMslYIqchrQ2mW1O6AqrSszuY0dcN8Pud3f+93sKJgkCScLI9ZLJ+jpSUIEqSKaJyitAVl7q2bAr2kzJY0tkGHIVYohLHQ9m4AWKmwUqPDkOEgJdABCkVVF4yGY27dvu274/Fa1B/9iR9nvZhTVRV3HzwgiXxCWWNqrLWMByNefeVznJ6eUhjH3bv3aIxhvlxSlSXjycRrOXempMMRm/WGi3NvfxWEIeUmY12u0AL293Y5O3lGWfrAG28JqNtr1KGUL5ebTrvQVv5MY3w/TuMYjSfUzhItpgynd7hxr+bF8XNsWTCY7iFEhJUCFWkmaspoNGZdZLx4/BwZOLJ1w2q1xgqffeqahvPzC9JR04fedLG9XUm8a+r7QQ+tFId377FaLnFNQ1WWmPaaV0qBtd7qTivO5xdIITGNdweREsosQwrfZ6CDAC00An99ZlnOKEkwxrB7Y5fziwsaaxkkCZGWSGs4Pn1BWVfUdcVL9+6wztacX8yZ7dzgww8/JI4TBp//PLu7O9jacHF6ziavqBoDScqtGwecnq/IyhqtvAZaSkFZ5sSB9+FenR7x3tkJk71dJns3SZOESDqKMmc22eHoaM7+4Q3mywXj4YhBOiBoGVkvRVAYV3Jj9wbzxZz1Zk2WZywWC8IwZDQcsl57q7U0GSCVYL1eezLHeFlE31fSyh/qpmG2u0ugNUkyJNusWg2xJCtzNpsc11ZwF8slo/HYr/dBQF03VFXZ94B0zXbbIR5hGJK3ISZPnz1rteFZG4DSpqVaiw4CrDHESeLtJYVAK41SEhWGqCjs/4/SGMqqJEoS0nSAlIqyqij+/8AYC2sZSIOKfdehkgqSiPEg8V2UeU5RFGSbnCIvqar6CvNyPaCg1xWLy/Kl8oLd75VKSIlQqv2QV4Cz4LKjXLag5JIBpQejV5hSuKLTtNZeMfYHwPmAWmEFQlyGd3RexALvYywkfVRjf0913Xvy34gW1HrkeFVS4GRv4Naav3uv4v7VtBuDbaarox6vlHy7jYWUnlXvfy6vhCl0mw+hFF3iWH+O1Cew8FdYze3ytT8sXcFO4ktJtq7AWrR0aO03GVc6Nj8DQwjhPSyjiIcPH/LkyRPyLP9TPAFXGODLH17+HC5Bb7fZ2WaAr7PG19nhToLTfb39+eNG7zm5JZeI45j1ekUYRn1fQLcB+PxrX+D582csV0vSQXzZbGEtoQ4YxDFfef1H+M0/+hY/+eM/zh9885ucnZ97L0vttYFhGPaltiRJODw85MGDB7z7ds3J8TFN05BlGcOp6Y9bt4EErjBcs9nMN9a0x6LrTu42FkopxJaf89W5evl8HXO2baF1fVyvIm3LST4LwxjLxfm87XUA20BTOwhCvvSl1/kbP//vE4Qhr73yZV58EFBUgLS8//TbNI1nbt59+w3Go0N0FCNESByOmU4r6qpB6ff44KzEWIGWAUf/11v8yq/9MlIpNI54ukegBlSm4PjFE/LVBlvXlE2GsQ1S7jIeD4mD25yePWWzXhKoACEs88UJmAZrj0EKGlO0gUY+xEg4vH9va/aPE0gVkAwnhHGKEgEqkYiVYHe2S5zElFWJsYbhcMDu7i67e7vEyYjBcIoOApyDxkHR1DTW6yPjOKapKnSaUG/axqDAN96NplPOl3OGcYoQgmrbhktpwlhxcb7mfH5CmkR9ozFc7rOEE7z31h/x+r/6V4jTAbbbHNc1rrEQBshAc7FeAbC/f5+QKcuFYWoTRpMdSuPdL2zo7xNN0/gI4qpCZY44irj/8CFl0xCUJUr4ButtT/ttb/ArVcZPYWcnlSIdDKiNoS5KjLFoFdLYBmdBa+/D3DkheSDvo90bU/dyqdoY5Fbvi2qbz7sQiq6xLIoippMJe7MpR0dHzBe+TJ9lG9brFXXrbrPZbHrs8eGjd8krw2g4JkoHBHGEsw3ZasU7F0viZIhrfZebokIpgaXGlo4sX0ORcXb2nKpcsT4/8dHIgWb/3m2WFyvCZEL9fEEYhJSNQNW219p2TG0YhmRbyXrGGKbTKaJlW7MsoyorhoNhfz53d3fZbHKfLtp6vG/fI7wFYoPIvZQiTWOyPCOvSuq6Jt9kzGYzhPBAu2kaptNpO+e87rluCbhsvWZ3dxcHlHWFk4LJdNrji/F4jBSSoiw8+G0r2abtO6uqyjcTRhG1q6kbXxn01/CQsqpwOOIkwbROFQ7XS0c+aXwmgLFWklEatSynw+FvrFp7MKZkwjBJqAYDyrKirg1122VqGkNd132n4ZWbfws4/YndAl9SXAZetOyPvAL4ulL+1ev+evf+9wC8bfbp2nu8CjyUd9Vo/+FaCzNxTYfZ31hbGQXehP36++wmrBOuD0XBdVKNzrHA+2nI1ky8tzvr/Fdt+97l1Ua8rsPfybZxUOIZ75bdFkKgpOoB8rYU5Yqk5BpbvK077v9WCFQbm9cFJGDbEAsgDpRvYpEaLQVaALaiKhsae5Xh+zRHz363G7ODg4OebflTPQ9cpj92TK27tF27sqG4tuG7Pj4KLF+fQx/FNm+PLgq3M2KX0ifeRXFMluUeKDYN4LxsR2huvXQfIwOapx8yng4xdUWZZ5ycnvHGm28SRBEoxSCK2btxg6AFMlEQkMSxL4OVZc9QJXHMcDhkNpth79/n7PQUrUPPEKmW1bLCN6QY4+fS1k7iwYP7HBzst8dAXnnPzrXAeMsPfdvWxzlHGHqnAt1FW1uLdI6P25Z9FBD+rIDjQZLyC3/t3yZUCZuNIYwUs70UHQcczF7iiw//KlEMz48LLk5zXpyd8OL8A16cvYPWmqrxjUHey1ljraQsGharlV97tGO9OkWrAFs51ssl62wB0hKiuPPKQ3Q4QwjL2ekTbJWThCFBHELjKIsMRYSWMXE4RLXuJ8Y0uKZBWENZnKLCtO0VAeEs1ja9S4uj3ahpwWg4oWl87KxnqCLinYjZ3p6P2x16IKC0r8KkwyFRPEAKjWnaZD3nG6adUIhAkeqQ/Vu3SMYjdBhS1xVNVbF3cw8VRhyfnaJHITrw1lrWeQu09WbNaDTGCUfdVBgbtHO1nR/tvLXCIttE0qaxWByNNd4P2Tq09m5CjbXY2rA3HiN3UuJoxN5eQBSkNPhu/Lr2gKKuvR0WVmCLmkBr7n3uIXEakrTNqEVdg/bHqJMObq8hnYf3p+GpYhrD/PyCrCxwxlIbn4TXsb5CSOq6RCnh3RlaRyqLI1RtvwegWia8IxXA38PzqqIxDYvlymMMZ1lt1r7pK4jACcqyYJAmbLLMr4FBzHK9IVB+wzwYDphGCZPRmNr6Om2V5VxkJUM9IAxqGgfGQJat0UoyHCYUWU6+WeHKnEAp8vWSfDlHtMxrZUqS0YxosEs4mrK/v4dQgoaaUEkmaYhpDKdnZ9zY3e1deUC065uHfB0w1oH/3rWN/z5YxIeWOBxReGm9lqRJ6zZRkGc+ujovCxpremu3zHnJZl03PQDvpCpSSq+z15rVekWgVRsJLfqAGmMahLpsptuZ7lA3da9t73TKqsV0gzSls94ty5Lleo5sZS/WWn8/sZa6aTCtdalUCmn+gnyMv59DBwF7s90+2cfLDcSWZZI/oQL/s7oxVI2hqmqqsqIocuqmxq8n3rHAtuDKM1hemuBaa7H+ou4AHLRRIFdLph0i3V4QxNbfdeM66Nge3aTYBiAdg9HJC4QDtjp+XQtcL5/OQ3Qpvpfd65OQbLtw991RgPOpeg7XRmTbntGWogVYtv1edTZTl2FcPfCSlx/eJs/LKKRsreCUbn/u2RrVAg7vTOffRBvL4W35nLsqr3QOJRVBoAiVxtnGsyfWxwsLJK4xJArCUEHYdvwbQ10C1nt7fhrj+lzoRsemOOe8blN+8oX4cUOC3yAB0MbOfhTjvvX1/+fXfg0kw2UMddOaxHfDJ21Zrw9uGZZAa3QYYZ03kw+j0Ns8CYlWGhFGjGc3uJdOiMZTRknA4uyE06PnrDcb3nrvXRpreePdd4l0wDvvvUfeMgD+bfsGxtVqRdN4s/fuI4xCkkGK0hplHWEcE4SaINCt24MPnfF2iZfXy+de+xy379z2FkIt69v9rttEb7O82xsa5xxJHEPr/6rwVRrVdhF83LH/RCDcVmg+jTHbmfE3/6O/xWYeUBawezPm9v0BjREcPWnILiR5AauVAac5v1jyzT96B2vm7O3t8eGzhddoSkkYRphGUxaGxfwUKRQ68V6zEkFRFNR1hnQVzhosimy1IhpEJLF3BAjHCUkc0Vj8zXdRUmZrYh2hpCZIhiAkWVES6BScwVYDdPsapBDgrG+0a3sewGGaBqMMgQ5BeEeQcZqAhdFoyGA0IkkTBoMBUkmyLMMZgTGCsqwJA0tduTYR0aGcQMmA2c19AgfhcOjnvvHhGsuLM6IWYMx2dkiHA79Rdt5NaL1eUxU5TWWJ44QgiluZhLukijvyQzomO7sIqWmMxTiDtcaHUNSVj7oVFqW0DwJpaBPMBLPhjncSwuvjG+M3CdYYFJ6tPD8/paxK9g5uoCPtA5wciLa/p+9ZYSudrL3+/f3o0wDGDYv5nLKpL3uFAomtLdY0WGtaCzefCNgFQjhnCIKQqvIBNu1hblkn33Qucayz0ts9ljXOGaoWmOVZyd7eHoe3DpnP5+zsTEBIuiAxnLdSC7RmOByRpilxnLDJK1abDetNzqJ2jPbvk2/WoL0jj7UVjRMEcoBxnvldL0sGUUJRWsqyoK5KkBKDY1xaiuMFyd5drAuoG0eaBqSxJg5j0sGAs4vza7K7jmfyQS/bmwJjmn6D0zSe/fabys7D2bOrurX46wKjEIo8L/r1WCtFUcQeWzV+LR2NRj1bDYB1REHI2sFoOG7T/i5dwLJNxng8RinF6emptyVUXlPeNN7POU3SLSLO220GStNUtdeJK+XvR2GIVMpvALTu13LbbvQ+aXwmgDEIRjt7NI0Hh1EUEEUBAmiairqqaOoaLwnwiUNVWZIXBXUVYF1KGIQEgY+/9VIAqFutYEfpV42laYy/iSmFE11Cm0Arn5/eAV/X0bRc3vA6Bvl6/G7/nfje/fN1fWf3M1+qtVgrkG3J54pUQwovHWhZ9F5XwFUgI2W740WAk52BxWU52W35TiJaxYFnkEX7c2Nt23DkQGxLUmTPqncOFEoqP1G1bgFxy5y1N6coDAhaf1chW3baObDNVlIT3u3DXiYqxTphGAoGSYS1yt88jQRjiMKIzWpNbRuE88tQled+528MnaTkszJ6xth1etaP5hP/ZH2e6CZjO49s+3EVZDvnvF/11v//cazv9mM+6vdRFCGlj/W8Lrto2l07eEZWKh/BmWVZq9n1C6iUPlhBCcFgNObWwzvccVILugAAIABJREFUevCQYnHOMBmgBVycnSCUYlMWnLx/xv27d/nVX/1V9m7eZDAYcHJy0ksougW+bhqCKGR3b5ckHfCN3/8GDd5XeJIkbYCBwDTePaI7FtvH4+WXX+bg4ICyqi6bTLeOG9A3bAlxqbXvHq+DENc1/7SpWFe04VtM/McB4s+KpGI8GTGdjXn+5Jgbuzvs7SWURcPZMbx4Zrh5U/DOY8MgHVGaChXvMBgdcP7inMPDW7w4+ZCmqRBSEIQxQgmKck1VLLBOEbiYRCviUGMKSyUbnAScRqBoXEU9f4rcucNs5wZB4H16tW1ojGbBBUW+pJaqtX5qdYZ1Ds6CrEkGezg7R/jCG+BaJ6F2PW09qwNtWK1WWAyj8YiDgwOePPkQ5wSDQcx4NCHPMuaLOWVVMR5NwWqyrCRJGqwTnm1zAmvAWcGN/dvINq4936xx1jGe+vvYep0RRAFf/OIXWK0yjDWkSUISJ5yfn1PXFfnaJ+JJHftAFS5DnfqynxU0QnsHJGe8hAy/YTtdrTzRg8BKgQ4jytK7BzS2Ymd2kzDRbQrepb2ndQ5TNyyPT3ny9AOKOkdEXpJRFDlYCKKoBzOXVUvRA+Mr0sEf8BDSy7eazK+HYRwTDAasLubYpuybBKFtVm5ZU6V83LHWmjCOybPsspHbeNLIGEtdmTaAokEHGmcFeVbQVB6kfeUrP8nJ8THjQcJ0vEOW5SyXC5IooMxr4jDk0Xvvec/fKCJJB1jnWCzXDHduko3HlCvDjf1DhnFIpDwoDJRApRFxElGuF7iiYDoasMayqCsa48+/MRVFXsJyyQsClsuM0XjA7s0pUVxz9+YYJ7zPsCcbO+JOEgQhxjQ9A5vnGaHWBDrw63ueI6Skqiqm0ylV7eUIpvHSoSgOSZKUKIpbyYYPRenkZUmSIPDyk8VywWQ88Zu4qu77PcrKpxImSUKWZ5Rl2Vu/Nm1lME4S5vM5b7/7Ngf7B15W0bqNdGtnEASssk0bDy1wShCngzZMSrVrtwfQncVb1eLIxjYfPbna8ZkAxkXT8Afvf9D7FEdKMUoi9mcTbt/YYbgzpihLyroB4YXYSkqfjuIcdVNTZTlVWfU6QaSksqbf8XY58iB6v7yyLFnnGc44TGOp6tqXnJzFtAdaOA/knPDLlhBXfYo/aWHowLW6xi4L0QFh6WG5UFjp2XLaBUxYh2gbypxoGWaP+QH65jfroMGBEkgbXJbanQe+PkzAoqWiafz/JYXD2QaL6fXZFvrSmJebSJz0zXlKCowDLQQoiZMah0YIhZJBuxuTjCPFjemQ6WhAksT94uSco65rsiyjKAoATO1jHuuyQrXpOY3NWS+9lUtT19RFgSmr9pjROmMIQh0Qak0axz2Qz7LszzcJv4+j00PVld+1VmWFNdeFOX50LP1HP1H7+3ZOSEdv6bcNaq/ou7c2X9c3ateBbudksv3zLMs+Erg1TdN7ikul0EGIsY4mzz2AtZairPxOXvrocWdqjNRMZjNu3D7k6bvvYsuCzXJOkRUc3Jj5SGYpybOMdDjk/PycxXKJDgJu3b7Nzu6MO/deQkehd+4QgtHODrfu3GYwHBPFKU4qAq3J1mtfxRCCqrq8OXY3dCEE+we3mM5mHB8fX/7eCbTwbhkOaNr1AXzJcfvYmfa4Sq0IA40W/vHX9dwd81zXdf/1ZVnz6rn41DZ10vFP/vff46f/8g+xd2NCXQvKpQAj2Z1EHF0s2SyWRLs3efTBEUfHG0ajCeszwTvffQOHbJn8gFjHlFahhEVT4pSFpqB2IVoH3nFiPKWsK9ZLb+EkDAgtWK0/JIpvAwPfS2EVaTKm4gylFQJH3ZQEWpEkEcEkIpAz1otT0p0Ri+UG52xLcUhvY6n8mhDpCBM23H3pHqvVmuVqwXgyxDpD0+Tk1YZynfOddx8z36xYrldkecbObMwrD74EOuFkeYE0gjiK0coDpqIoMRVeP7nJefb0BWmUooOE2c1DkjRCDQIEluEg5cMnH3Ljxk2vCa1rThcX6ESzWKxJiNFBiDQFGIN1whMe1ldAm7LwNoDtGhfHMUorjLNURYmrK4azKUOZkB8ZTo/PyPOc6d4OwTBhM1+jXSvLEhKkpXGG83PfiFWU50jn/fmDViqA9fc6Yy/19nDZT9OzkZ9CtUNK1TfZOeuPQSVKf6+VQQ+Mu2vYtfKVjkVUSuHaRnm7VaJP0wF17RMOEY44jYiisAeROvRxxb/+6/+CG9Mpb60X/MiPvM5okFDkObOdPeYs2GQ56/WC07NTJtMZg+EIFUToMGEQh7z68j3eevQM2mb6yWSCFIIiz6ibhigeMhiM+PDZ+2gpuHHzJsPxmLOLOUqFHJ+fcffeD3F8coYVAZWxZGVNURnfaF+HTJKAnJz9mwes1ivyIm8TQWFxsfByBKWYTiZYa1huVjSN6dnas7MzRqMRURShdYCWnkRYrVdUVcFqvaKua27s3Wib5Bry3PeATcbTVsstuZhf9HNm2DpIdO4WhwcHSOfln3kLyIMgYFPkHJ+esHvzBsPJmEAqLi68ZdvBwUEbjFJ6QJxt2Gw2mDBqmwITNtmGxhiOjo8JgoA4jj2+sQYpBFEY8ifg4s8GMPZMTIBpGpqqYlkU5MWGQajYeXCPcaQpdcDpxZzFYkGWFZRl3Vp3GK+d1Zo0TT1dHijCSDOOPePkhASlqSuvXbbCh1REWjFIEpzFyzKaCqmkb7QAirIkb3eTjYOqMjTGZ3j3ut5PYIWAdsHuvr7UMkoJgRY0ePJDcRlD69xlDLRt2VyQ/n20N95QByRxRBBFqDbRyAntb+7OOwWYusG2PoHdZsCYGmsanFFgakxbjlJSUpdVv/tDCJzsWEFBEISIdlendUigFcM04vbBDb7w6gNGsQ93CKREqQBjfYBAxzoURcE4TftFpilL6sprR6WSlGXV7xgvs83HfaPWbDajMr5rva5qTFVRVQ1Vbmiaut8Vf6ZGyxoetw1if5ZhgU8SYXwcqPoo6cZ13fc2E/qnkQFYay61YUJQZRl1XXvJiFZef4wgCn3DUpomDEZjztOUF0WJsZbReERelpycnZPneesqsWC5WjEajfjiF77Az/zMz/BjP/kT3L9//4rdz2Aw4LXXXuPk6JjHjx+TFwVj57yvq9Zt1cfPm+44dPY/SZKQJHFr2p+2CYH+fdV1jWgb6owxPcvUHYOqqnDGEmmF1J5JjqKov2a2mbTu2HU35ctjd2n/dnl8P525WxWCe/e+wM1bE4JQkm0cRSWpSolRht/97Xd5/Ue+zCJ3FI3g/PyIxx/8PovzR7x0+Dm+/f7v9u85L3IqE4BWyHYtV8Ifo6JasVpeIFCk6Zi9vb22OQpwgqoUrBY5ZQ5VWbFcLgh0wG4yQ6RjivKilQ8YFstzjCsZj6YofYMsewZVg5SubUL2h1MKH8OM8Ab/k8mYKIpRWqCV4Omjx+TrNfPFirffeJM0jhDDiKrMyV4ccfzuktOTU2Y7L/HK5x/ihCIzmWegaDWRzrJYLKiz3MtytEAFXm62XF3w5NuPGE/H3Di8yY3Zro9QXyyoi4L9yQ4oSZ6VmMYhtUX15W7XTwnnHCrQ5NmKII5JkgQlDMVmQyodm8JrX60SlI3h8dPHvP3umzTKcPfzr7GoVsTjEbrVjDpnMcYz0btxytNxzMHDH8Ztb9yEw7oGY2uc+95KZ3fOu5jlH/SQUvQNZk3TYKrSV03bCnkXFrH9WrtAoaIoGA6HnJ2dsb+/T1VVfaUryzLvJBR6e81hknLv3j3KsuT58+f93yZxzFe/+lV+5+u/RZ776oUzJVEY4UTD0fERBwcH/MzP/gxvvfkG7z96jFABd+89YHFxxqN332Y42EHYCi1TtPJOPYEaUpSSZ08+5PG730WWG2pnWccRlbEcnZzw8sufo1ytkEpzeO8+OkoJ4hFVYzk/X7DJG0J1l1paHu4knF2ceRlInnN+ft4Hb5ycnJBEiZ9PUhNHmkb76npVVezs7HB+fs7+/j7WWjbF5nI+KkVelMxmM1brVd8c55zrj61nlhPiKOHszLuxxHFMVVVIKXntc6+ho5CLi3MS1VWEvG1dbQx7e3v9Y4Rz7O7u9k2RFxcXjMdjTk9PidOkxQwVWip2pjtMphO/walrdnd3UUqx2qz7OTMdjan/hIn7mQDGHsVrauGwVoIRlE3Ds+Nznh+fMLp7gA603yFITRAVbLIcs1ixWq9ZLFYUuTdwVyokDCLiOCQe+R2E3zUkhDpAIAhDTRD4DnmsoDIVTkGW1xRFQdVJN6xFNTWjNCUdDMA58rpmnRdkeUlZW59QpH2nI80lQ+vLYV0yH4DopExYJ7G2bWjTFmcswhqk8qyiswIjHA6BVL55LkoSRuMxw+GI4XBAnCbo0APhvKiorcVZgWvZ8a6M39SNZx2api3FQNPU1E1FXReURU6T5xSrNVqFOGe8XQ+iLUMolEv8sRCOe3du8MWH99mdjMFaik1Gvbwgr/zGRAYB1hnKomC9XrNZ5TgriOLA6wwrQ57lZHlJlnkRvzWgtKK0Fcb4NLWyKHDGtBY0GuveA3xgQ7fYyUChwgCtFKb+swHPv4jhby6eeFHKezT+aZLvPq6hZZuJvP4BH2+59nEa+Ou69+3n6j531RbwM9mnJLXVE6WoTeMtpqRkuVwyGA3Z3d0ljmKOT32owQcffMCP/+RXUFpRlAXZJsM23i7n1uFdlqsl1kqKskaHAYe3b/OlL32Jhw8fcv/+fQaDgV+M85y6ronjmMPDQ+7fv890OmW5WffvvVtIy7JgtVz277UDpI7LJjuvQZPQehCXVUXUlpA7kNCl5HXHpq4qgjhCCg+Ez87Ovkc2se2CsZ162AHt64E0n5aqoirh4P4EpwRNBraQbJYN730wJ90ZMptNeOedDzi4dYv9/SHOPSDVG35v+YjZ4S7ufYe2IY8ev4GwU4bDu8z29pnckpT5huX5Gc5ppBAoaQnigPF0xDCdUtYFm1VGnCSMkDSV4+L5M5YXZxgMOpSomxW7NwYs84ymqdFWIWyFE0uEHBKnI45OTmgcBDL0FbR27bJGUJxuGN5NaCrD+48fYZ3frO3tzUijmB//iV/gD771x3zzG78N2tuhbdYZFxfnBEogY8Fq84JHbxvuvPSAKB20WkhaC0n/dVWDDCOcUJwcH/PixWOks7x4749ZT3dZZQ/4+rMXDOIBUgU0xhKnEUmaUjcFadI2aW3mlEVX3vcgL8KSDjWiLH11pGxYLDMWyzl5tkBGKauiJEwHRIXg4vyExfIClQoKU+KEl17VdY1C+uPjLGWW8e7bb9Os1rz+Cz9PZSsaU/rqh5RemuK8P3cnN3LWtU3iPjLaYj8VxriuG8Igpig3NKbG2Ta8i/Y1W3r5WgfYOvAbRRFZ5p0TZrMZJycnfWx0XddYY/0aUvmq5XK+4NVXX+WVlx/yta99zbOkN2/yB3/07ZadXLMzmbIz3eH07IzTk2OQmouTUx4/ekRlLfuHtymLmudPnvDqqw/4l1/7Gl/5mZ/jzt4tsA2uMRin2KyX1MWGSRzx8OFtPnxzyfHRKaaqiZIBSmhOzuZMJ2M2piEVEEV+3odxyDROqKuS73z3MYd3xkRSE7gc05TEccT+/j44b3e3XC0BR1EV5HmOc46g1QIfHB6y2WzQOkSrACEkZVGy2WTIlgRI4tT3MOkA2bLzPlXRoaOAZDDg+fPnGOPdMeLQa7vzIidKEk4uzrw9W56Dcwy0QlrDYr3qK5kAq9WKJEkI4xgroDINOgqJBykWx3yxaMNZIsq65mI5JwojtFKkacrZ2Zl/jjRFt8E958sFuu1j+bjxmQDGHYXel3Cdoy4dm6riu48fcWN3xHQwJI5jHBIhFVJ6f2ClNGk6ZL5cs95svF9hXWOc7/isNiVS1WhVorX0oLht0gmjkCSKEYEiDALiMIXx2GuwjC/1L4u8TWLx5ZbRYMjOZNrvmIuiYFXkFFWDRdI0XVyx77C0rk2PER3Y6CzeLsu7ri0R4yRhGPgJGUYEUUyaJAxHI8IwQGn/voXwOkhjDdIJwtbnz9SWylRIeZlCZ0PPHpdV5Rk0HeAdKvzi5qz3Aa6rijovaMqSqiypqwJnG5I44NWH93j40kvEWpKtVxzPV7xzeo5wvhlpMhwRqIhsXXL84gxjfZmqLCrOzy5YzJcUZUm29uWS1WLNJsuw1hHoqNVrSqrSR3YnaUgYBcgg8lG+xjcIlFXhF60WYHipgfOs3SfP87/Y+bvFqHRzWAqJtIB1bDabj/Gw/Qiv4g4Wuy2muENOgt5p4fqw7c1LttZ93XWEEARt6XP7tXavd7v57Lo+tumkBe1jB6MRQkgvXaobZFvN0FL6LnkcmywDIZhMpsymuwjhmWRhBSqIGE9nbOZnLM48yzwa+c3e8+fPiaKIH3r9h/iRH/5hvvD5z/PlL3+5NY1vkx+Fr0bowDGcTLjz0l2q9trEedcUYxrfUOJsz/x2zhLGGFz3Yb0fZnuoMc4b/KsgoLE+MKDTN3fHxlpLWVtiq9AywDlBtdWMtH1ctzcjV5pPPmMj0hGlFRwf58xPHE0dYaqIf/6rf8APv/4FsvVTTp6fEKUTBnGIE47JZECaDr3WNhBYUSI4pXaGTbmgtpamaliujwlib5UkrKVZZ2xWC5zQeDtKh17p1pIpp64LXFyDgxrJYnnB+bxpGfdOiuRwoma+PEVKhaXq57CP/Pae70r5G3hVVf7acJZhOiAOA8Zpwquvv84m2zC7eZMvfOlH+frv/CZhGrO/O2MawCrLUDag2pQsm3Oq/UPiwdC7nTRtmJL2m5wojSiLJc8/eJ+8WBEnAVVRY51lk2WMjAFjGE3G3Ng/RGlNnq15+vQpaVtFK4sSQWsf2F67zjlqByavuXj6Pl//l79OUfmwpZOTEx68/IDhzi7jGwf+WFSSoi4wpkSJENNUdNJBpRTWNTTWUuU1i+M5Lz58SmGXBIGkqSyucTS27kMvPOPaNbhdurNopX0AFZ+SDKgFunVtEEIRhN5TvDWUQwfaM/lbXuTdNdkdi81mw9nZWb/x7xLaVHtOvYTKep/qwt93wFeNOuZxbzJtqyJewz0YpNzcmzJf5QgnePO73yUZJGgdIYVmOBrx+IOnHL78ZV66c0BZrJkd3iQJA1bzOavzY5JI8vTJI3Z3xty7f5ei2LAzGTEaT4nWOSUNdVlgqoJ5WaNUSBSDo6ERXqNfFiVHTzfE8pTxQHGwN0JqwWq1Yjwek+UZSZL0YUZRFHkiAC8dW1xcEEcRyWDQsugZRVkSBiE7Ozu8OHrRExVWuL6BzjmfdLe3t9eD1SiKubi4QAnJeDRCSEHRRlSPRqO+qc62corOgq1jl5umIY5jL0lszRlms5k/j1pzdnbmm2ZbjXOgNVopmrrh4uKit6AbjIbQStuCIOBssfjEKfbnBsZCCAX8HvDUOfdvCiEeAH8f2AW+AfyHzrlPNI2TQpAEIY2QKOfT3oSxPWv81vtP+fLDl4lCRRKHSC2R2k/iwSAhywriNGG9GZBl3r7LWVBCo6T2WkCtPfuoNYEKvGdhI6jxjG3VGKTwNlNRGBJFMWkckY7HfUmmaRqq1j0i1AolYmwSM21GLNdrn9rVNEitUDrCEeGExFY1jWkoqgpjfbNYB1qEUoRhQBzveZP8MCKMYoIoQAW69y9UKvDOC61uWGiHoI3hbQx1VbZ55uGlbtj6m4m1iij04NOh2t+ZPrTEGEOcGOqkwmYbqnxDHI6YjhOGg4idkWeHz+fet3GTVQihSGO/E7TWkOc+8ljrEFuWZOuMxXzJxfmC9WpDWTcsLjYUeYltzdfDKCKJYqSAKAxQYwUSgtA39lnraKq6lYA4hsMRQeg7zQdtp3fRmoP/WWi378fcvfZ8/dfdQlyVpddAfZzfbdtc1z5B1ybdsjTuin1g9zd9DeKKBMJD7E5f3v+eqymH19nNnkm99tp8mIHpH4foyscN1rpew2dbsB4EAVEbw+wt+7wOsK5KhsMRRZ4TxTHD0YgoTrBCgfOgJwxD9vf3KauMW7cOuHP3Dnfv3mW6M/XlccCaLujAogl8ktPBAV/9K1/lH/6Df3ClObV7/R3T243uuijLkrqqiDr9cHusqqoitr5zv1usr8c7d6y9kt4bVHyCj/F24992IuX2XPmzAIvv17yVUlCtBU0DoY6o65wPHi2ZTFJeffllvvPGd7DNijCGi+UZz58/4+TkGU7nTEYzGqNAWKRTGGvIywuaxcY3E1uoXIZtah/LTGdF5lk9X1FxKKO8m4MzIHwoi7Ded72qpa9yOYdqPdmtp0ZQ2Na/XCMDL2+wrXzG2AbZ+h2nrZ/perkk1F5mV1Ul4/HYS9IWa4aTG9y59wpHR0+Zz9dEUUoyjJDW3/Sh7VNpGuicS7qdq/VN0lI4sBWYCkGECgPG0xnj8QDhHLY2JGnKYDxESAVa4Z4+xRl/HnamE1wdkq0XFK5sm/xq9m+9RJ5bluucB/cfkOUFz4+OEM5x/OKFB2VpTGEdY7XjN4+hJIi039g61/Y34K3snKXINqzOFwwHKXXubbectX3/BsLSmAatFaaVjkjVBUz5cyeUJ3L+tPP3+zF3hVTESQpCYq3fNFnrfPJbIDGmwjkf4AMe5HeBD3VdMxgMaKz168BW0EQQKKT0a01T++d1zrDerAkCzSuvvMJ8PicvC+q69lLLPGOVZQyHG0Il+dJrn+fNt95DKsnjp8+YXywJo5id6Q7T6ZTz+YrpzoQsyzg8vE25XHKxvCBbLamNYRiMULbk3e++Sbaas7MzRWnJJvPBG4EOwRls43XBgdQ+kVFpahUhVYB0jsVqxcUqIAhGZEVbxTYeLA4HQ5wTLJerlmjbJk4Udd0QB1Er+ZRUVUldFighqKlIxilmVVNR4JRGS0cUhp6wRKC0JFtnKASh0uxMpu2xtESR19gXRcHp2Vl/7Ou6xrZEW9w2+0dtxa4sS7Isa/GF7iOl8zxnMpkQBIHvVRGCsqrIW7ldGMety4onp8IoImhtE6MfAGP8nwFvAOP2+/8R+J+cc39fCPG/AH8L+J8/6QmkECRhSC2lbwKw1jcZGUO2qXj3w2f8v8y9SbBt2Xnn9Vtr7bXb093+NZnvvUxlppWWrJIsu+yqUrmgTFFgUw7AjIoBs5pDEFWYCAgGVQGMgAGTimDACIgKiIBgQLgKLGODwtiSbcmpxkpJ2bzutueeZverYbD2Pve+VKYsWbLkHXHj3fvu6e7ea6/1rf/3b072D7h3vEccR7uwiEhIfJqRpznTSU5Vt5RlS1m1dE2PcKNYQKKkRqsYrW4VxgJwYDtLU3bUbYWzBqUEeZYwnxXk8xlJngMBcWpMuIBjmp6XCiENndZI7+jrCutBxTE6SdBJhk4jpDF0zmN6gYoUqY5QkQ7JO0nwm0ySBD2YaistQYRACzkQqKyxxFE0eA0HnmdTblleb4nihGKakwznB8K94Pztlntwnhi5YsYGf0srwBhLZzsSLZjogizRTPKYPNFgHU3dUFYNVRPmLCWCqLBIYyZFhpKSy4slV5dLri6v2W4qmrqlaTqqqg42e63DdIMARCm0TphOpuhIkCQxkQ6CEufZqbBVJFFRQpomZHkS6CbCM51OiAfrnSCG+QHCM36EY/ejjttF6FgYf/DwNw/ePQfYCSBvuyW8IOqSAunki88RN2b8H/V54LsL4A/nELtbDhThMUmaBrs+6194nveh4LHDxjFMsn7g+HnW63Voc3UdVVViHczme0RKUG/WPHr0iM16zdHRIdNZwcmdY+7eucvJyQlRpAcEcCwmQSmJdaHdO5vN+Lmf+zl+8zd/czg/L/5dt8Vut89B27aDEEe/sJ8Kf8sNj/LDNhFChEV2XGzrqvoALeK73ShuU1X8sPEZtQbj3/UDHj+Scdt1DWfnzzi6c0DT1rzz/p/ypS+/zeHBnPm8II4rDu5MUIknncboJGOxv4+IT3jp7kuDMHm0egq2mH134waC8LjBjeaGNDtiAkHwjBwCFoKvXvidH4rgkY4mCCpjEfjY3oXiWAReGsgwZ3jCujFspXDe0fchGEYNivayLNFxRBzHHB8f8/j0nCTPufvgIUmWcr28ZFttMNYjekeaTmiboGFw3iOdg8Hq07uQPCeFpGs7rAlIee8dcZEz2z8hiiVX55ecPHjI/vEd0nwSrDMHd58gAgsbe+s91vlB8OYxxvPGJ36G06stddcTp8lgmRg2oniP73v6qsR5hUz3SSIdEGBr6Lp+N/4gWBc6b7BdQ9/UZJMMtXc3uA5YN1BeBr6fABBIP9KCBj/wYf8pBpuyPweV4oceu0IIZJSACg453hmsN/TWhWh4H3x4pZC7Te/tTSqELvVo/zXOc9ZF5EVBXda0rQlrUpTgvKMdXBWSJKG3oVNcac22rLAby3q7IY8j6rxiPl9wdnFKWZbM5nskcULf94GeoBQajzItoqvwTYVtG7q2piy3tNsrcB2r5TnVtkTiqeoKLwTOCYTUeCVomVAb0D4I8TsEPpmQF3OSOGazriiKiGmes9w0WCOYZlHYDHfdjmpS1yVxHO+EyE3TUDctB/MF1ge7zHAPabRO8AbyJMOLlLpp2ZQVHourLSDpTcu33/4mD195nTQNHblIqQEYbF8ACYSUgfbWdTsQo+064jgIHuM4DtaCSu02MKPl2tiF2zlhDB38EYASUuK8Q8lg3Sajm3Cb1WpFOpl8z0H6QxXGQoiXgF8F/gnwH4iw8vxt4O8PD/nvgf+M72Ogj7Gv+OCmIL3HG0vb9Vyu13zr/fdIE8HBYkGkNHksiJBIoSgSj/EZTdNTT3rquqOu20FhaulbhxQKhEIIhZARavDkM8ZiOsvmuuXscklVl+gI5vMCc8cioogkCob+4UaJ6KwNZtF4jBgSWOqapg5Z7HXbglKkeUFeWCKVEDAThU4ikiQly3OSNEFy3ipoAAAgAElEQVSnKZHWqMH7VQ0eqeCDUM45cB6pBIlWaCXBWbqmp9luub66YrupOTw+IYv1MCEMRVIk6S0oGezVoiF1ZlyIrbHhM3cN3XYNpkNpgY4UOEO9Ndg6JANKGVG1HeW2CmK8NCWJFdNJxsHeHGssZ89OOX9+wZMnp2y3TVCY++AQICV4K1FCD7y3wFmLtGZvMSVONM6GPHTrAzaktQMRo3UQ+2VpGhAqORTSSmHihLqqAm/mJzB2P2o83+b9dm37oQWoCKdnVwQLwoIkB/cNyYvR3ONrSyFxMgSzjD+zo+rwwgLgvd8V2N+PRdjoV2xupddFg7K3N5YxmXCHfg5r6FiEKqmwUYiENlHP9cUFAkHbNZjeoOOE/aMTjo4OsF3NKw8f8PzZU954/XXu3D2hKHJOTo6ZTqcw2FeFGPBQrIYgnkCtiHXM/fsvcXx0wvL66gbd5kYodLvmHM9LXdfUTR10A8PC7rkRLI7PZbTMInBXjbUwGPiPdnVN0wxI6IeL6MZLd1voePtx4ZJ8/5Xxj3LcWm+p7BWt1ay312yq92nc21yXBUJPefTwJY6PMqx07B0ecXI3Z7s9pOkcJ0fHMFDGnIBd8qSXQ5k8nLdhngxF77BBIGghRtecwF8NdJihhNtZYgox0AqGDZIY62PhB4arw452VIz+6DdjoGkbFosFalhIPQH1F1IymUxIkpjYWGaLPfIsYzqfc/r8OXVZonVEpGKulyvigbcohq6DdRZvDVJGCC/YbioskijOccLhjEfGBVGekqSOB6+9zt7+4ZC05vFIYq1p2+B9W1YlWsvgVeuC+8t0/z4H9x7R8JyziwvKqqSuy13bXypFuV6jiozIK5JMkScJSRrTK2jqBiFG/1mBNw6PxbQd1XaNwfLw9ddvdZQAxqRTjzEhQ2CMfh9tGL0PqCpeBk3Nj33sCqIoQUXhPAUQ26PjmK62WAtRpHZJcGEchus+ivL6Yfy54QtjaaqWJE53Vl8BbdYIZ+najsvLS9I0paoq0jSlaVuaET1uBI1W1FXDbHHIuMsLYrcQKlI3NZNihvaWSaLoqjVaCnQkhuTJlnfefY9XHt3H9A2277m4uCRKY3QSI4joekueJVTde8TTY7YbR9tUtMai0hl20aAOj2nLDatlwmo2oe81LFLm0wytQ7ejrrcURREsT/1NBsKoRTImaI3arkPrBK0TpIhZXba0TQtKU623rFcr8siDNWzKkourM/74q1/m1//+He4/OMYNtBdHEKv2XcdsOqfru51FWzdQKyCgwCONx/QhpXDkPt/mHkMQ5pneBMtEa3Zr0Ei3lFIGy7yBMmIHYf8HRdIfdvywiPF/DfxDYDr8fABce+9HJdRj4P6f9SJCCPQAheN9sKUioE6JiSnLlq9+820i4XjjlUecHBySxQla6kAXiEKhkCaOonDBraDrabqectvQVKN7BaAcIrKIWAaPy8ZQbhuur0pOn17Tdg2TWUaaQrntieMtcaTJixgdZUTDxOUIPMbe9Kw2G86uLlmuVoHM3oaisDeGpukgSsmzIrTXZjOKPCdOkmA8roPRdjTENioZBB3GmGDqbS2RlGRpRl4UtFVJ14cdf70tqbclWRIzz9NQAA+OEuMhCa3uOIkDUV/4XeHsIot0hs2yZru8ZDYrcNZSNj227QNaLQRIT99Zmq6nrhvyPOPhy/fYW8xYzCfEWlG29aBEl0ihsaahrruhHaOIpApWV4BA4fF0xtC0DWl6xHQ2oW97tO4GmoUm0iGJT0UKKSCNE5wNaIC1gbs9GuPnWfYTGbsfdYzF8ehq8GE3ohBjITwUw4NAMwgcbuJJGf5/3A2PXo67mFb1Isd599p8eDH8QcrH7X+NtVgXop7Hzz+ZzkKmfbd9AUX2zgVnp8HBYfx/N/Drjespry6C8EV4ZrMpWaTomwqFYX9eEEfw2uQVXnvjVabTKYeHh0wnE0ZhUxhA4lZRBVopfBTRS8V0MuPw4JjLq4tgPD/Qg9g99bvPe1VVlNuS2Xxxc94I/LoxRGikIgU6ksfi6Ywl0XJAIAOvUYjgzGGdQ71Q8L6IHL9YGN8cO7P87//4kY3bvIg5ujelLJd4VfOx1444OPwMznsiHaEixbpeYl0XnAw8xDpwAtNYM7hfDg4eQwFiXeC7unEDNSRmjudjuD7eO9SQThg4+eG1xjMWnmIH4DKAJeH7IcgDj7EGqYZNDYD3OO+wXhDd2qjMZrOdQHQ6nTCdTen7nrbryPOMTdMExMwn7O0dMZvu0XUtQkDTtBwcnjCdTYmTZGjfO9qmw7khMKI11HWDSjPmR4cIPFcX5zhjODx8iQcPXmMynREnKQ6BM6HrlmYZ1eoa6yxt33F4co8k1tRViYwkb3ziZ9nWEkfCal0iMVTlhroudx61q/Mz4umEyEF6osl0EtLApjl1VSGVoMgLvDH0XQ/eU29KLs9OccJz75UHNG2D8zYEhITTTd8HVFHghzh2gY6ioZvksHZA6f1HZT7+xY7dJM3xQtK2Nb2VeK9QsSeSiq5rhvHY72gCo0PNmJBr2hYVRTtE2XtP07S0Z+fsLeYBAOuC560cxIhdb1DKcHl5wZtvfoLLi/OhsPREgwv1bLHP+eUFx4fHbKoOJcP8HycJRVEwnUyYpDGzeY4XkEpBve1QwjKfZHynXpPqh2Gd7wxRnNDUDV3fo3VKta2YFyeU20vybE7VbFivr+l7S5RsaDebMF8LS11uOD+7ICty0ljhvKC3PUdHR4MmBLIsw/uguYAwt02ygrpugk7LSaSMaGrFZl3x+Mkpl6fXNK2hLa/II8Wd4wJ8w7vvfocvfulLPL4843N/51d56dEdnHN0tg/AXBThvWNSTGi6hm1ZoobgjZHrPXZWnXM0XUdRhM+y3W4x1mBN8E1GSKZFjk9CMe38zbqUphnOWqaTKVcXl8wXU7q+Hc6hZj6fEw8sgI86/tyFsRDi3wDOvPdfFEL8S3+O5/8D4B8AHJ6coOMYhUAO1C0hwyRnbI9pGzabkm9+5zFZllNMJmR5jhISjMNZkCIK3CrtSZPQ1m07Q5bEdJOepu5oWkPfm2FXZAaekOVyueHiek1rDL3xLK+21GXDZlVR1nOstxz5BVJo0ixBaUnTdXRlS1VuuVhecb1e01mDwxHHGh3F6DhhvS1JpymL/QVpmpKmKUkSAwJjDRiPiCIirZDeIh1BCNc0eOeYTvJgQJ8VdE2HdY7ehgVGKcV8NqMoCrS62Q2rkZcqPLEOgQ1FluFxJJEkWPb02L7H25Y0gjiCptqEQWos6/Wa5dUVbdOE9krVYHrLdDrj8OiA/cWMqqrpZyGwoS4rvB+oGcZheovpBjsfBVJH5JOczlq6QSRYVS2n/QW27/grn/4Z7ty9Q5alpGmMTjRRJJF4jO3pTYvrQ8HS1DVd32OVxsSD1+SfZUz4FzR2P4q+MBZFURTRDV62geMakF5PuPmVZ4dQjF9jYldopwZeoxA3xfYLLcFbFIsRmbt9SClRvMglDs383d+CHyNnh6I4LBaSNA2TuUPsOF6jy4IfChzp3KAKl4SweokFGlEzn+/twljyaUHXBq/RyaQgjSXedCwWexwfhHtjf39/lxLow4cNn1uqHXLuPTukwRrDdFKwt7cYuk3uhU2hGFAQYJfIhxDUTUNZVTuP4pHTkKYp1rsdt/rmnN2cPzlcn3GDMp7D8B4B+bwpiP2OuvRBusWHff9nHT/suB1eYzd27997mXt39rleXWOMYrFIOdifcnZ5RWsNkdI06w1JlrI4npIkgb9prECJiNlin/W6RjmJ8x0Ih0fgvCUezomJRDDtH8792I3HD9QXAUiJJHQLw9hygVu+o5+EzXVIX7O7IKZIq0CjMBBJBTiMsHgvCQFGjqbpyPMJk+mco+NDuq7l/OKCtu2Ik540zVDRmiSOUAJcpPBek2QJwlvSNNC1klSjI0WSpsRpwrRp2NYl3gpa21PMpwhGj+GIOAlOKsV0GjYCKLrOggy2gMvliq73TBfBhjJOM07uvcT2esnV6WnY+OM5vbyi7UJhlCcqxARbT1s1REWGijymNSSFxNkO2/dEQpHmCX3bEsWKauBkaimp1luuLy4xxlD1NdsBhba+R6sEZ0O6Jdxw8gUgvaFhiNPVGhEF6qD4nmaSP7qxe3vcpmmOQJDoBNN3GCsRQmN9j/EOLyTevrgeyEHgPxbHcRTt0irNkAaoh+KtbhrKsmSxWOC9DyEX3tMbgzGWWGcsr64pq4puoADEsUanCe+9/4TpdMrTx8+JZBR0C4Mzlu179uYzdCzZn+Yo6clSxbyA8zN49qzhp3/qdZ4/f8Z6veJv/PXP8f7TUx4/e0pXdsQ6dMHXmw3GGq4efwODxxuPFhHS9DT1luurYzIUxrY87zoWx8fMFynL1YaTRcLq8oosTemHjsIw2eJEmLuODg/Iixnf/PpjvvKH7/P8+Ya6M1hnEL7ntY/dR/kt2koO5zl5rlguG7brkkgIFnv7fPzNjw2bYtBpEmg81iIQwRZXytC5qCpm8/kO6BmT8i4vLzk5OrrVHQluZcZYkiRhvrfH6vKSfuQTD+K8qqqQQlLWQfA+39ujrushtjoAGlXdUHX9B4fYC8cPgxj/DeDXhBC/AqQEztB/AyyEENGwC3wJePJhT/be/1PgnwJ87M03fRzHMKAwSgWkcOSUJDqjTzq2VcPX3/4Ozlre/NjHONg7YEz0cYNiWYzoq1IkiSbPEvrOUFU1ZdNRbhvKbR0iR7uO1WbLettQ1TVV0wY/XaFwJsK7DpmUFLOCSDc0jWcyScjzhCSOUZMpzlhOlaQst5iRAhDFJElCMZly/+UHTOZ7u1arlA7ThiLDA1Eck6QRuYSuacJOTgiKWKFVzCRPKZIY4Xp831BtSpbrDVXT4AUcHh4GRMRayqYNn2tcvEOjESWh3ixJ4ph5HhLCEEGhuXQttYL9xYTT589oNo66qim3W5qyomlqLq/O2aw2WOuJ7r2E25/veJghDjamKCakaUwcx+hYk+c5WVoMu0GPksHlo2k7OmMRIkKrGOE85abh9Pk5+3szojhHp4osjciShDSKsC54atre4x07N5C27+hcQO235eYnMna11v62Pdd4jAVrlmVBLDC07gQBAVdDh+CDyO4HBV+3aRkfdnwYMvzB790tVBN2NMFbjyG4OxCoFCF9Mr4pxGGn+h39faOBo/dBCoIQgjRJmEwK+rZhb3+PPPEkScx6vQJviJKUKFaU9ZbZdMbe3oL9/f2dA8XYDe+N4enTp9y7dy/Urk7s/hWEtMpYR7z2sUe89fU/oanrYePhYYiDHpdtQ2iveiHoBmshKeUu8Wq4lti+2xXKu4LXBZ5/nhVEOt7x10zfBySKUHR4H4JyrHMD4UQixHcjah+FHn8fxw81bodrtBu7n/qZn/WRapnMNBChI8jSff7q7KeRCLQFkghrOkwXOnGmNxjr+Na7Z7z+8GP80VtneOmC9M2bXWu6GagPkRBEQtCPXQ6CuBrAWxtQYg+W0LreFTDDRkgPiJIc/NG1ChqMNEnJ8oLZbMLl8oz5ZEoSR5xdnPO1b3wTZ3qs89Rl4FBWVYngECEFz58/4w++9EXeePVNDu4ecLq8wvZhwxqoHxYpNZGKSdMFy+WSPA9jUwoHtkVLx94sZ3Vdkucxe/szVBSjdBzoan3YWGipMQIsAm8MkQ6UOa1iJgdHNFdXQMfRnbvsHx2hhCcrcpaXl1ycnzM70CA9VVkiXETfNHR1E4h50tOaBhtJjPGslhs2mw2enjyJ8J0h0mrXibXOUm82tJstKg56nvVmiUYSyfD55C0ay5CIFcS2OgouS8ZA74gIaL7//ilsP7I5d7E48E3TBAcoL4hkHCxI20D/stYSDRuqsSYYvXylUsxmM+rVGmMNYhhfXim6tt25I0wmE87Pz8nzfCfUatuWPM+JdUJV1mRZvnO8iZMYJSV5nrO3t8d3Lt9BxZo4SXabi6PDfT7502/gnOP9d7/NGw9PiH3wFZbzCdXyit/6/Je4c+8uL7/8Mnmecr08I89iJpMJV5fXaB1zdXXF8nrJfH5M1w+UnzjBOolFsP90ikhgfvKQdtPS6phyb0rbz4lVzLOnz7g6O+X48IDLyyXffvsdVldLYiWCA9bkkKsKpC14/mSDNZbpvKCY5UggiXsmcYSe7XPvaI6MHO+/9w5/9NZbXKyv+Ef/xT8h0iF52Jg+pN9Zx3J7xWq1Ylx97pzc4dn56Q7VD/WEIkvCRmJ0oWi7DpxnmuUUsxld1/H222+zN5uRpimTyWQnrPQ+6FpGzrRzjslkQKi3WzbdhkjHPL84/56D9c9dGHvvfwP4DYBhB/gfeu//XSHEPwP+HYLS9N8D/tc/67UEgaAtEAPvJ6iUkzjGJSkmaXFZTC8969WWt776LVZXWz7+8Td4+NJd4lghHbukoOF+ADtwiJ0DrdBWkaQR1mmM76m6YKMj8EhlEd6gsMNnEDgnsWWNqA3FoeLu4Yw4D4jAaDE2SRIwHevlBavNhmI6Z7bYY7rYYzJbkCQZIlKUdU3TNDgfssi1TolESL5rypKz88D5UVLhrEHooLzXOsJ4aNsO4z1WWHpTkyYR+weHgTifxJRVzSQPN7DWcseftl3Huq7RSYL3ljySgdscRbim4+rZE549fcbBwT7TfMr19ZLNasny8orN9fUQqOFIsoz54ZzDuydMZwVprIgEYCw4TzbJePTKQ/b293j19TWXF2vOTq85PV1xvaxZXS7xWJI0YZLlJJEm1SlFMaGYZEyShHpbY3tDXqQhFKLImBY5qY6JZQoDW8JaS5IGOyJjWpZlxNnF97Zf+Ysau3/WMXLSAhKe7NDD28XvB1vuP8jx/Tz+tuDkg0Xz2Fq8zZBNkoTZbAYeemtgiNUcP/eHCdNuUzLG9mIxnfH82TOSWJLFiliCFxLTt1xvG7pyy2p1zWc/88mdeGJEhq0NXYvf///+gIcPHw68voLjwzvMZlOk8pi+pes63njjDdr/JbidfJBKAgMoKQQPHjwIrcOdAvvFc6eiCNs0Aem4teEQw6YiTVLUmJzlA+1kfP0XcF8x+IkbQyRvzt143LjG/EBt6B/5uNWx4PDejPPnS+qm4/Jyy/XyiqZuMb1F6phIRURJQlm1rFYrVutrtpuWNFnwub/183z9W1+ichXeSabTffb29sJmP8k4uXPCa2++wde/9k1+6Zf+JsYYvvrWWyHVsu+omy6AyN6B60O6mwkTeQiP8GR5jh4K5jFdq65r5os52+2a6fyYpitYHOwTa03dtORpTNdL2r4D2xOriCKPObl7gnGO9588Z1NWbMpr3v/D93j0yitci5K6bmj7hs46kiRFOI/pPNNiQecM1kGsFFioNjXxpKDtOqQQ7O0fhjYvgkQqNm1PlsdESRLEbqbb0aKsc0RJxELOaSLN/UnG8eEJkQ7z+Gq9xno4uXOP6dFD6u0FcaSothuc6fHCY41BxzH1e1d85fHv4hVcvXJN0zacn38H86UapUDHMUmWESuF0hF7i7vk+Zwi1tTrkm984feZJ2roOgVusXCO0KhROzstGUUQKZq+x0tBMtDauvb7Ez3/aMdu4Jc7b0O30FvaskfFEa4xCCGxhKQ6e8tqFQgAi3H0BC2FHHmn1pLEgZsaRdEupvh2R67rOq6vr8myjKvlkiRJiOOYOI5wNnQntA4+1Z/5+c/y+MlTPvvZz/Lw0UNWmyVvf+OrGNvTbFd8+lOfIE0VWgUqaJIsKCYFTdcRZxl/8o2v83/+899kcXCEUhGbbRlohEmCc0FfoemZz+dkRY6OE3onKOsWKSzOK5YXZyRJzvK0Rvia7bPv8N/+9v9B3Vs+/ck3+Xu/+ncRXvDxn3qT9fWK9997h8uLa86/8i2en6+YHxyzd/CQfLFHMUtR2rG5vuDZkzWvvHRCFHl0rvi93/8S/+Lzv4UuMv7zf/xfsb+/QCBQQjKd71EN/vNJlnNvMgPn6fqW06sLkgEMEULQti1Pnj7h/v37rFYrys2GoihCcErksNZwvb4Gpbh37x7Pnj3jfjHh/OwcdysN1g/d9O12S5HnPHnyJFgCJwlxnqNVxPHB4fccYX8RPsb/CPgfhRD/GPhD4L/7s54worzeDzejkztELY5Dgort+4A2IOid5b3zU2rXIaTj1Xt3ETLeLTbeBwcH07vQujeG3g6+wsNiFEURRRFaMk5sabqOvIhplcD0Fu+D9+/VtSV5tiTJM5ROyJqWOA7hACM3JtUxR3v75GmGTmOySU4aR0hvMH1DtQ4UCGsMclhkhTVYoNyUTIuc+bRARxF13dD1LZHM0VqRpPqWaIRdIdMbw2ZICbMEmznpHZvNhrpyN8p5FQ2xny1N2+LbjjaNyWOFFJYHd49ItODi4gJJaNctZgWpFswnKYmWbMvQIk/TdFDxBnJ+VVVcXl3RNjWX1yvOn11z+uySpjGUZcN6XbLeNnSdI0mCq8Te/iIUiL3F9mFSOj/f0nQJaSGJjcbTIaRFRQxIhiXRGqnVCy2xxvds65rnqw2Pb4U5/DjHLvChaPH4f3fv3Q1+ikoGnvtYUI6gzIcKtj6aHzwet8/DC4/zw/MlO3cLa0IBp8RtDrB9wULODovH6G9ZDVQDJSUOsUueu41sj4vmB8+FtRZ6E4Jcqi0Xp8954/AO3hkkDuGgrxtWqxXvv/8+Xde94GM+ttWKYsJrH3uDvu/47d/+ba6uVqyuNnziE5/kF37x56jrNcb0vPTSSztqxe40eD9QRAARrLw++9nPcnx0RDck5I2L5e339IOl1Xj/7P5m50Ps+k6Yw45O8l0bm/CmA0/8xSJbDmizx78wTn7I4881bi8ulvyn/8l/yWa95Xp5TV1tMX1LWa4RCq6vVlhj6XxPY3qsNQgviLMj/tov/Fv80i//7M1Gz4NOM6ZHR8STgslkwuHJCW9++tO8+877WO9QsSYtcq6XSyyEqHkTXCu8dbid04rfza1CBOu2UX2e7bQEnrOz58OmMxsKGI9QHo+lNTUOE0KPvGe9umaSppzcucf15YqqC4W+UJLvfPvbFLOCfJqi2oRu3QbUMMuDRZSUXDw/x/R9oBIMHbltVdI0DV/84hd5+MprHJ/cIUkT2rbFGkOeZYjBRWhEs8bwpTD+JHGiSeIcFed0vef+y4/wTcPv/NY/52t/8Hle/ey/zPtf/2PyRKGyOTjPdrXi+bP3ePb2itnxEY8O71NMFqwvLeVqxeGdQz7xiTdwNtyjUkdI57leXbG6rri4OCVKFD//8z9LZTyRlETRYLU19BnNQPHC3wRFqTj4WDsfqFb9UID8uMfuOPd45zCmx3oX6gcUySyHrcGYDik0Zthwe+dCR6izlGW5u2fHa6qjMN7yPA/rbxTtNmN2sGgd/Y3btkVKyd7eHmmaUpZbtptgHfbg5Veoq4b15RZnc377C98g+uJjXnlwl5//zC8QuYaDZBGS8qIJeRJ0Rd570kjxM2++we//4VdQCH7lX/87fPPt77C8XjHNM4q84HK5Ym++4N7JCW3TsLe3R28NWVFw9/4DhNaIKCEtMv70a2+HWPbVNX/6ztdZry/YXJ7jRcEf1jVt3XL2/IyTOyc8eviANEl4sn7M+dUlUarYrpdM5/u0vUbWHt1aTHeN7zOK5IDnp+d84Qu/yxd+//f42Buv82u//m9zfHxAIsEgyPOcZohvHuf3zXbD4d7B4BwSaIar1Wqox8K8sd1u0VozHXyUhYC2azG9IU7SQCcZYq03281urh7n01Ec6ZyjahqiJKGp61An+YTz07MA/HyP40dSGHvvPw98fvj+28Bf/YFeQIBSAucFygsip3Bq+BpcIfokQTiPQtCZnt70nJ9f8sdf+Sp923Hn6IAizxk9J421tIOrRdV09NaEaGcTRGRV01I3HXVr8D60QAQhotP0BmcDamwsvPveGWdnS9JEBfswHZHomCzPmE0nxLHFeMs0zcgmOTrPEFqDC84Swln00BYMIR0DzcE6ijwb+MCCtu0G+yeHi0cfRkfXdlRVQ28s2+2Wvg+kftt3tE1NLDxKa2KdkGc5boh9BkeqFZiesgtc4a21JJFkMSmYZAld0zLJMto0Yd3W9N4TK4lMUrRUOGOxbj1sLCzldss2iTmXEdW6HBTl0FSG9XXJ+ekVXTdwXYdCTHiFkyqEeUiNIBqEi4Ef7jz0veTb714Rx4LpLOXoaA/nQDiPTwKKnyiNEwrTd5TVlovrFU8vr3l23bBqf+C29I9m7PLdheyIMnrvydIMKcUOpbwZ8rcQzVsCrI8qhndcv4EmJAckI+yUb4rjUBOLncoYwKugHh9FS06AFRKkQsuwcCRDJOfoXwwC5yGJE7oh/pnhfVESBn/pFz4j4AdBoRBBFHj2/BnvfPMbnNx/QJHnNOWWy/Nzzp49pa1KlHdYE8RWetj4jJ9bR5qXX37A229/kz/58td58uQpSipOz57z/3zh/6ZtapJU8xu/8R8Rq4ja1eEzDKi21nHw0R02C5/5zGdY7O1xcXGxW9Ddrch2YLcQBt5gvCv8mq5FaUl8i9py41zx4rUT3iNHMq0XeDEUx258zJAkxp+LTjG+1+f5Icft1WrN57/0FfqmoSq3uL5B0WHqDUZalFOU5ZbOBk1GGEMRmZU4pdhL5igRVO4CR9vWbLdbFkXwDi7bhkhH9M5ydnZKMQkBGXaIdxZCBntGbBjHLojswpzhwBlcD24obq0NwSv9ENByfnYeXDGcI44TlBQ0TY2SweVHywgv4PG777B3uI/3Hh1HHBzts338hFVdhs8/bJwO9g8pcsF6FdrTI3rovWe73XL29NnOWcVZS5prehzNtuLp++9RtzXTyRThPJu6ZlrPSYsidAqd292z3jmEdRg8WoR7yjmDkoI8yVgsZuxPC3zf0ZeXzIscqRVtUyOcI4kjppMpzhrmi0CPjykAACAASURBVANmszlZOmV9doV0Yc4p5rNQ9AmBjjTlesnF43c4Pz2lbhqK+RT/+ktE3pAMdl3WDd7pItCDwrIUiuMkjRFRFO59D9Y4pOm/p0XkX9zYDZv9um3o2hZrghAS76hx9G1NrBV7iznO9my2W8qyCcElMqwf0SAkjIaCDQ9aRzRNTZamyIFakQxzQD/MgYvFAmvtTnOx2WyIE83+/h7WOLz1NE3PNJ8hu5au8hgjefK0wbln/O1fOGZehLCcxaQIYnuG7pG37B8e7Hx5v/aNt/n4mz/NZr3l2995h7PTS/ou2JZN53OsNdy7f4/F4RG9D6E0wliwDZfLC549e0qzLSm3gUfeD3ZpeR6cnN59910uzi9ouxYlBbPphKapmcxy0rTger0lzjRVdU3fbzjYKzjamzCbpLz19jf5xpff4mvf+ia/9K/8Mr/4ub/By48eEkUR23LLfD5nvd0OybzBuWekefbW0HQ9wncgBPt7+wA73Vee52RZFlJuvR9C04br7kOIz9HJceiiD4EgSkp0HJyq4jTlcrnE9D15HIdNKaBk4OhPp9PB9eijj78cyXeM7QqBlwKlbpTfSsrg/RdF+FgjCQWCGLimp+eXdL3h3uEeDx68zN7eHkkSh8WudxjX0ds+iO66wC1s25627WhbQ9tajPEIgpWbJ1i1eoJYSitBrGOKPBlCMsKk0LU99bZlfbklyWDvSDMtUvI0RacpSEU7IKJZnAbO5IB6j7twYLeTsoMIxQ0q4K7vdxzGruuC2MwGJXee58SRHhC7HtkryrqilhrhPToKk68zhqa3tG2D6zqwlqapEXHEZmspNx7XG5JEM5/N8CacJynAOYP3liTVzKY5Vd1gHTTbjgtzRb2pSZMMKUJylRKa6+WG9brEGE+kJdNZxvHxIQd7B/RGcHW55Oz8FOEluIDaT4qcPMkRaMq6Q6oEKVO8V1gTiogk1ehU0vQVvhe0fc/p+QVPzi853zZsO0VrfnJD+YOt8tF2DUakaEdb/dBC6INt+/F74Aa9HBIPRxGfDE98QUQHg3CVW0XxjkYRkEwxPFYqsSvI4yTZoSPGuh2iFdwJNO3A9Rpf73bc8Vg47tBQweDmMMTGesfb3/gGn/z0z5FP56y7duACBy7Yyy/fD1zMSGNtPyR0OZzzwYqxKPiTt77K0yfPWV2vmS9mrNYr1o9XVFVFXiQs5nOUHNwKBj6r6e0L/Abv3Y5KMRY8N78LC180+Ge6ASEai6KRPmL7jgJ/SyA5ysBe5IhDoG6MXGnph43LsEESw7UDfqKJeG3bcn69wXQdptmCrRCuRbQNPo6YZQlmPabOjVZpDu8bhDRkOh35awgIYTabNflkgugijl6+x+/9zudpNyuuTk9ZXVxwtVyy2W4R1g0t1eA7C6EbqEaBnvOoCLwJAl6hBEp4ZByR6wxrLVmS8fClV1mtlsEJwwe3BBWF+2Vs0caxRgCr1YqDqmI2n5FeXtO0LW5YjAN/WKIiTaxvrvsYDLE8u+R6tQlXvOrwxpDVEdfbJaY3tE3D5eUlVVmS6hinQhBBlN4ECYybLnwAeCyeNE2QOthJOURIJlURddswzfY4mOR0SrKpSqr1CmtDsTubzVGRYDE/oMgnZFFOrK6QwiDxaBkhVPj8kVJY37JdX1GuzzGmI0k8SkqsHAAbFcIt5LCJC44TwWQ0Gj4fSiGUCps6adGjyPvHfISNTEir7PsgIpdyiK5WGiEjjHWUdQPO4r0I9qhxzGq1wg/zU+hG2BsnFBmEyMZ4MGYXgKWUQg6paiMiOeqfDg4OMM6y3VYYC3XTEWcT4jzHlyYI+uKCphd8651rTg4mfO5T+RAQFM7l2EWw3tGanqbvePTqqzx9dkbX9cRakcUhsOZwb84bb7zGT3/yE1RlxWz/EJmknF8veX55ydX51eDt37E8P2e9vqZtGnB+R4sCT9s0rNdrttsNk0nBttzirOHx0yc477h/9wFpmtA2G7z19NawvrrGZinrpeGPvvJlnj5+zK/8+r/JX/ubn+Po+AiPx/Q9TduRdB1eSdqqItbh/uuHTp0n2NhV2y2j9mpcH6WUlGVJnueBEhFFKBX47RAsfOu6Zp5PkMO5k1LSGxPobmnK9fU1SRI8v6uq2nUHR5rf9zPn/qUojGEQGUkZ4jsHTs+4AEVR8B3WxobENw/SC3oEnWl59vyM9XJF7+BVKTk4XAQja9Oy3ZZ0ffDpkwOaJkVo44UidRAYWE/fBxTT2CHSV2lSHXGwP+Hu3T0ODqZoLTCDDdx6VVJuaywtWZaQZClRHBGNkxzhfSKlCHIcH/jDg1/x7SKo7QxpkgTFrwdkoJbcWEaFQdB3XUhwiWOkUDjT0XehiN7UG9I4Jo11KG6tobdhRyUGIUyRpuhIYvqetqmRCKyzAflOU5KkIksTvDN4a4gjxd4i7Gyb1tE0lu26pCkbsrRlOpmR5/ng86y4c/eAyaSgmKbM9yacnBwym0x5frbmcnnKar3EGYGSmklRMJnmQ2pNzCJL2Nufsrc3YTrNyPKMOImRWlC1Fd95/zFd1+MdrMuKq7JiazytS3dWcD+p4wWkV4AYglXaD3gYfxRN4ruK61H45sWuGN499+ZtEELuvkeIG1ur268zFtw7VPmmoB4RH2Nu7O+UinZt390k4gc0zwZbp9toWmil+12x5wlCn2CIn/Ls8RP+9K0/4VOf/SxRJMnyDGemXJ6dcnR0vPsMY0E9WqaJ4W/u2g5jQzTo0fER1vbUdQl4uq5lOp0GylWShsl5WBjGmNPxfO/vBx7qOKfcPoIJfEjzu63K31m3WYt1YdsRrs2HX8Pd9RnO8e3uwe2CeDcGfoLD1juP69uwAbc93nTg+gFtVUPIjocR8RY+zJeup1yd46Wn6+3OKskYQ1dXiK5B+IgH+/v8i9/9HbwFZQxdVVEtrwKFxxj8LpAhoMcyivBSBkodAun1EEoRRL5Kq50n+2a75eGDR7z80qvE+vFQFBuE9Gy2SzYbz3Q6pWlqpsUkoP/OIqVgNpmSJsGX2/SGpm2RKgIEsdZEOoQCOHdj3bdeXrNZXaPSnDid4oG6dSyfn5HN9lA6pqlqurrGFDn5dL7jyo+peabvB1qTR8QxOgriLBlFCKVw3uOFRGiNIySiHu8fsC1LhADb1hjT7wJL4jimmM2DKNHHKBnE3Up6IimQg8uCEIq2rem6Gu96pAhrgYo0yvqdP7Mi0FgCLCQGv+UQsrTzN5YSicBH4sb96Mc9bgk+2SM1UUQR4FAqbObFkHq4rVqcCRxwHcfBH3+YV80Yk+1C0uWYGCqVom9bYBDjWjtQLaJdSEw7/N4PAEJXW/reoXVC2zviVOKlCgi8CmNaSIntI7789TUP9iX7+3foTNjkGGPpraE3lrKuAxd8b8FsOmOzXiHxpGnEw5fu8Pprr/OxN97g4SuvsLzecLVt2XYdXReszKqq4vz8HOk91oTOsXUWJRQ6ToLWyAVN13q1Co5TdU1d1XhrWa1W1E3FbDonTiZcX56hIoX3PdXKcC0jnj9/zJ++/Taf/eu/yL/2a3+P2XxK2zQ4a0IXTIaufqQS8H4IJZM7YXfbthwcHNIO3ONAlwh0PSVD1LQQg3tIHBMn8UDfDF1/iaBvu+CtrxSR1jRNA9zMwUoprLV0XUeWZbufx0CXznxvF6u/HIWxuEGfxgJg9Nodi2OtFERRuOCEIldIH76Abdvx+PSM6WJGXqQkWlNXFdfLNZ6IyTQjzxJc4tFtFBZf6+j6QJfwwg0XThHHKiTlRTFKxggVk+UpR8f7zKY6pG9ZS101rNYrynKDiCNkEjyJjXM78/kk1fR9cJpQA6IVxRodByRhFJNY50iURsqILNMkaYLzAjkEkggMdVmyWa+DPUmkiRNFogOnrUjTnS1PmMwJbdzBLkorhbQwK7Lg4WkcaZqHVpKzbMqKzlgiFbGYTsliTR2VIfnGB5RLlQbhW9puRLwtcaKYzjLiKGY+T7h794RXXnmZg4PAJXbOcXV1xXuPn9H1ofUthUbrnDTJUVGClBHT6ZT5XsZklpNkA5Kcp4hIcL2tuLi44o++8jbVZst8WjDbm5FmKW3naOsP5+r+uI4PFki3UdVRWXubP/tRr/HBRUYPPpsffB/xgZ8/iByLDzxnpzK/1fYcv4u0HtKN+t0GbKcQHgIsgB2fWBACY0aBgzGDh633Nz7Vw/vdjk39nd/6vzg8OuT43j0SfUQsJdXxIa88fDCcpx4V3di0SRH4vnVd8+jRI4q8oO97jg4PqJqKp0/FgAD0dIPf5bgR2boNfdcN9nUDok0QQo7owY4nHCLT6Pue1IdujR0cFHZfbhCDRWq3YXFDuMV4/ndc42EDMl43f+ucfFchDbuUyp/EIfHEtsabDue6wH6SGq1BCkNVdahI0g/UEi+HTZCxPH3na1S+xFqPFwE5t9bgTR+iXAWBC7l/xMXymrtHh1jT09clVdvQth4jPM4JhJMIP6Rp3hpbIFCRwPaDZ661tF1L3xmWy2s+/Vc+Q9PU9LanbRu8D+E/WZZjzDPu37/H82dP8c6T5xl37xzz0t07XG8qsliz2QRAwnlPNRTHWZohhMSYQCfaidKSiHJ1hW4NxfQOvWspmytwjvlsgc9zmuVFcNDJU6QQTIoCREga65tm8OcPIlikpCjysK4JOVCgHF5YdJZxcudloliT5flgd7dgNpmE6GxGnYwOkbldS3l9TdOscLZFShs0GoPloreeelsF+7jJFAlM8ilOhvMrRaAf3ebLC0Hw7Gecs3xw1hk2rIEGBD/+shjwAZmsyzLQHgYHA4SirUqiWBKnKXVVY1yHtya4IfUtUkcwBEFEQ3pg1wWbuzHYaIcmD+CAshYzjJHRUtJaS1VuWa3XKBWTZxMmeY71UJY1Uk5xPrgB9V2H1pJJMaWqDL//lVN+5lNHVF1DJCSdCRRPO1A9D/bnwUrNe5JYoxQUk2PuHZ/wmc98GpSmbBpOnz3j/YslVmqsg0QnLBZzzs/PqKoQlJHnRQDYPCGGHJBRRDEpeH56CgRQYLW6xk0m5EWw1WzqahCjuoFuFIA9azxf/frX+Ngbr/Hv/8f/kDRNEICOQyKdUmHMRVLiuw4dxxjnAlVvKGDLbcVs2u/S7vou2LcpIbEieA1XXUM7zOtSSaJYI02gkRwcHhArHX43gBnjfC6l5O7du5RlsGuLht+PnHE96NaM+96o8V+KwlgMqmPvHG5sFd8qisdiWevgPSjFja/rDkmTITawqmussaSTaeC5rFuMhflsTqwUTdPRdIM3rBREkaQ3JX3vUBoKnSKQCKEQIiISGUma40REbwI3M4oUQoGwIFJPFmWoOKE1gZ8pw+p+w00iCEd2f5fWtL1htbqmqRuc98ymU5qqCl6vgPSeRGv6wZS66zpWqxV3795lsViQJsluQc/iiG1VcjCfYp0jSxK8tWzWKzabFVmaMZnmGGNZXl2Fx2QZ88U+WZFzcXbG2dlzijzDC+i8R8Ux00VI3FmvlxSZxltJJBVmmBzTNGU6y9k7nHNytMfB4YLptCDRgTpirEUKQVFMuHv/hG9/+x2cFcwme0ymC4p8SpEWTIqc2bzAq2Ah1xnBtuzpLcSJpLcNbQevvfoatq7Z35uRTXK21vDkakXbV2B/UgXGTRE8FoSjeh5C+/a2KPT248ZjFA2M430sbsVITxhe3w0FmBQ37qE7JJKPXqTG/3cvLHxhh950PV1vsNbtinM5PKYoil3rcBT6jeK6nTsFYlgoAy/x9rkQQtA2NcZ3dH3F//6//c/88r/6d/n4m58g10ec7E959dUHO2QmhDOwC6qxxvL08XP+p//hn7Hdbqmqij/44h/QmzbYb0nBrJixLUuSJAl+lcYEy0MPeZazul4Ofzs7BFwpdcMfDn9BmH+G6zA+bocWe4/3AoEjitSNH2pvd+cgRCEEuzZ/axO045V6v9v87+gZ/kVrvh/3IaVnkXkaDDYSeJKg9+8tpg+bZKPskCopBi574Pl+592v0TZb9ucTrtbbgIQKkFiED3Zn3nvu3ztms1mzvxc8YU/PztjW1Y5WMKI4SgTeshrEbWJIOPTeIaSn62ouL65o2477917mp15/k7ZtUZEBEQoYxHhuLVIJlqur4M+bBPT1zp07PHr0iPPLJU3TUn7xDwfxn2Eym2GMpSwrTO+4vFjuBFYeeOmNj1M1Dc22IcHSu57zd9/mwauPyI+PAjKVh87FYn+fvCiQsUZEEWkcY6uaKIoCEKEGWsKAXIYxEqRvOEkUpcyO7iD7Gx7/uLCPY1JKgY5DxybLct76f3+L02fPKJuWIg8D3hEQdIllMZ1RfOqTJPGYoAa26/GyB5EMHN0wLoSQ4EOiphd+cGjQ/z9zbxbkW5Lfd30y8+znv9V69967p2c8i0bSyB5JyBK2FTwYCDAB5gGb4AUC84AiCHDwagOOcPDAA2+8EEQY/CB2y0YKIcFII2k2SaOemV5v9+27V9W//vvZM5OHzHOq6k7PjCwN05MdFV236v//11nyZP6W7+LhVhfr1aDL/iMexrg5aP3/49hp2TdNy97hEVIJTucnTuFEBkic9baUeiBTdl1HHMfeHtndAykk2urBklgqZyN8ee3e7XZ0WnN0dMRyufCk5YhOa1brDfkkYv/4VZqmQ4YNaRDRtYqmds6D144PebJ8Sl1rslRRaufc2GlLXTVUnhz4uc9+gt/7nd/l6OAOr776CtePrxGFIR9++IBNVTNfbNCt65hpBeDWluVyyWa9RliYz+ccHBwwGo2cPG1ZEoYhN2/f4dGTJ9x5/vlBoq5tXSVcKacl3LYtbV2zKUr29vZp2pqTk6dstwX54YR/+N/+14SjEYEVNE09yF/Wde2C3bZlf3+f07MzhJTD2tc0DXEcc3JygtHuNX3FGAG73RYNWAF3bt9GSsn5+TkASeIUheI4xrTuOk1nMxbL5VAJ7udGFEXs7+9zdnbGZDJBSklZllR1TSAEuv3+Kd2PSWDsHdqkRJgLkf6+Xdt/IRxEwccHQ/DsWkuaxrScnK3IkjOwijhRXLs2Y5xOkEJyerZlu20oy46mcbCAouoIw4jJJGV/MiFLM4IwxiKdn7iB/b0x43HEdDYijizQUZYNVVHQNS2omLJuqdvWVeVs7xoWIoE0zwguObwU2x2b9YZit6NqGq7fuIH2eK/1dktZloxHTt8wyzLatuPp06dD2wFccqC7jq5p6ZqGNI6J0xTbaVbbOdZa8lHOjTs3WC2XnM/nYAxKCOI4IQ4jurpmXmywWGb7hz5gSJGyQArhZY6mTGaHQ7D34f37bHcNQehkgGQUY2RAow3nqw2rYsd0PGM8GhNFLhg5PT3j3bfvEUUxL718jdn4mDTKnCZpkBAnEWkeMp6NCSPXFnOBdUdZV+hSoGtLEsWMDvbQuqVqW1rdoKQmCF31+mMZ1mXcvQh8v7kopUjSZMBADW27S4tsX5lwCdrFoyj6pM0/Bz3UQPtKZB8Yf5S15Q9qbfbzEFzQXtbNlUpmH7Q1TcN2uyWOY+8C5boe/QLkgr2Limfg4Rfi0kbSB4Nnp2fkScZ6ueJrv//7tHXFSy++yGa1pihKD5sQWH1RNe/aju12x+Mnj/nkJz/Jm2++yf7+PovlGVXpnMqSJOHll18erk9RFNRVRRw5HfHT01P2phO22617Xrw0U58UgIcT9MeqLljo/bhwcHNVj/4aXe4KDKmHdc++tc6koq/ki0vBMZf+jQ/IP64RqpB/5Zf/NaI4Yn9/xs2bN8mynPfff5+XX3qJ0/Mz/slv/Qa/+Ru/TrmrCIIQpJMAm0wP+H9++3c8JCLA2po8Tbl+fIOXXnqVn/z8T7A+n/PVr/0hn/3sZ4kjp7+6K3acnJzQNM1wrXsnx/7eO/xm4GQzjaEqnUrAeDwiy3JW63MWyzN3D5TE6JpYJQ6HHAkOjo+4fv06QZpQliV3nn+ef/GXfpHXX3sN3baYrmM6mfLa65/h6ckD3n7rPdaLFfPzObPZjDAKmM4mXv++oOk6yq7j9iuvcXL/Affef5tJPuKnvvAF8v1jyk47184gIgxjVBCSjydYKyg3O8fxCBRhmhAEISoMyMdjltsNcRCRpIkzKxHQdQ6EtzedUtQ1ZVVQF4VTI6I3A5IgLKZuqYWgWCzZnJ3Ttjtf0W9oqx1aCYpSIALhLNpbF3zIEESsUNrStZpCFwMswM3Tbuiy2EhgraCtOgKp3HPqIX4uefwYOnXSVeF7HHnT1WjtgqG2bag2FQEBMgho69olCLFwlfTWYK2rPFZVNeB7rbG0VUGHZe/ggNdffpn79+9fUf05ODhgt9vRtC0PHz7k5ZdfxBrBcrNjW5ZEUY5ixLbaMcoTgiqirgVGO3EBazUPHs25fjRjtWrYbR6Q5mMX8Fmom4btZsWDpyeUv/9l/vpf/5c4ODokjEKkkJRVQ1W33L//lNYojm7cQOkzmqphtVxzenJCliRMxmOK7ZYoVCSxc3qrq4rT0zPn1VAWfOLVV7j36CF7sxnjJCGJItq24sH9D5jkY7brJWk+xhrNvffepaprtBTcvHWLf/Sr/wOVddj7zsNPYl/UiZIEgKqqOJ3PEVISxzHW4pNtVwRxKlVTqqIgiROnxlXXpGnKau0wwn3S0wfcXdshpaLYlex2O5IkYVsUTCYTZ1jjY6PQFxTLsnR7c9MQxhFGQGsNreXC3Ol7jB+LwBguuez0OCblFBHALQZhGGKFxkpJoCSdx4z0FSAVSWxbsa0KHjx5AhhuXT9mNh2RxgFKCLRJCEJN3ii0yUEcogJJHCcX5X8rab1yRVU3SCOYzmJm05Q4ljRdx2pbsFwu2BVOPN7F8m5Rj6OYKIqHRWa73TJK0mEzXO+2lLsdVek81nu/chuGGF+1m82c4UEURSwWC+7du0fiGZ273Y4gCMiylDhJSOMppuswbceuKrHCMJm5tnLjA+rtZkNb1xTbHXmaI4QcKmJbX3kLw5AnT54glCKOIkKlEFiiLAWtWM/naAHXbt4gW1dst26xDsKG1WoNXUsQSrI8QRjpWb4uERiPR/y1v/pFZ99qJPXOsljs2K5rMIYgEMRpwHiWuHa6dZslLYRGYJKAPNsnikM63VDXGosgliF5HJPHls5+PIGxNnrQvIw8u3uwahZiaPEcHh6yXq+d2QcXSd2zxDuH5nPV4me3HOG/MA6xfjmo+l4QDcAZz1g7SK5ttluatvtICMjl73uiQv/89d8j3DOCFTjSuvWEFj2ccz/f+4Tg6ckZr7zyGqdPzvjV/+lXuXnzBv/hf/R3WBcblrsl4/EYFSnXdtZQ7kreeOMNvvPmd1htzrnz/C2yLEXdh/ncuavtH8z4lV/5jxG4wDXPc+I45uH9+yzP50SB07IEF8D359627XBcvklM1TQkHgPaB/+XJerKRhOrGBUpVAhC9JU7iROAsf75xdegFeoZc4/+evSyffDdUn8/ynH79i3+ys//VVbrlbO5ryy7uuTlO69S72oCHfJLn/9ZPvHCa4RRilSK1WbJgwcPODs9pSzm/Fd/7+/z9/7B3+fDBx/QNi3n8zlvvPEGb731Jrfv3OQvffEv8dWvfJXFckma56goGtwNe9JbL3814Or7REJ3Th6rrRxWMYpI0pD9/X1ef/11Hp2cIIKA9XpFWxds1xu0dgQcoRS7uuLlT7zG0fExt196kXw6ZbXZcLZa8eDxU64dH7Nan3FwcIBUctCqTZLEdVPKeoChxYFbn48O9khC18oXoymjyR5h13B8fOzIYNpJW6ajnDiMODs74/Ztp7lqAJXECCVZLZfEeUYcRFdkF3unxzif0IqC8/UaacwAadB1izZOe7/eVTx8co92dc7GNARhShDCYv6EX/tf/seB1CesJI4ikiR1e5tuSSdTfvLzP0uYJkgccfWy5FWftASdI0GvNu45cnAhR1S7wkH4EY+2baF110JFEWk8chKevuMaZylt3UAYQmcxnUHYAKk0Urnkq69uOlhFwN7+Hi+8+oozu4gi9vcPODuds9lsXDdC66GAMRqNmM1mrNdbBJIk22d69BJpkjqH2zBD5wpE7Qpxde30oOWEp+uWyfQ656sPaIodm6ry65NhUxb81Gc+y3a1Io5D3vjmt11QqDXz5YbHJ+csNjUvvPJJDoOYKEh4sjjlbD535+Q7Xrdv3+att95yKhHbLaM859VXX+UPv/knlG3DjTu3MVHAdDSiKSqKzZrdagmtk4FNksQ7NC5IswyZxARRxMuvvMI//C/+S/6D/+Q/HSQ+q6ryhaB0mBNB4MinvZsdCOrm4npXlZOlLXY7JvnIQ1gjwjDg5s2bzuZZa05PTxmNRj5BrlDK3fu6rn0i5IqFjufkzlVKyWKxIAzDodtuxUWXtC9Wfb/xYxEYW+Haj9K3UI2vtChPkjFdR6AC5zNvDEjpmYpug+m6ls7bD7ZGs6sb3r3/iKeLBS/duc0LN2+wNx0zO0jJxjmtDwouKs6B87tvNW2naTpNp50LS5YFjMYZIhROz7PdUdcbOtMShBHIgLJpQDjKAkDbVLSNy0pGeQq6pmodc9UgqZsObSGKU6yQlHWDajqaqnSmHxbq0lXSrBCoMKTRmjSOGU9SDg6npHFCXdYszs4pdiv292aM08yRCHCVSxU5PHRbVSRRxNHREQpHJNDaSb9VRUGSRpRtzc3rx6xWBZ02tMZdWxEIpAyYTqdU5ZbNquLafkoewelyw6bYUJsOLTryPIfWENYNQVUxUmqoONZGE6mQKI0h1GTEtELT1YYkV4zGKaaDruktuxuMbZBCk6bueBvbsK0K5qen7HY7wkARZSlGSqzHOP2oh5JO/uXZTR1c4No/hLPZbMhi+9G/7sp76SGrH6FecfFG4Goge/n1zwbb6tIi0FetL+tzftRnXMZD9wuZUmrAIjt8nqQ1rX+9uQg2/d/tq6Jhk4ndPwAAIABJREFUFHlYw8q1mmcz0jTj29/+DvlkzOnpKUmSEMUxQgiKqnAas0KwWCxIkoTj4yPeeecdNts1QSh59dXX+Ft/+9/h6PiIb7/xLeI45s0333S2oNvNFaOQXioLYLVc0nYdU29DCmKolmmtnZSYP+8rmHAhhuDJGGcw0AcyAnXlPlrjQBXPJh49TOO7K8cfzwiCgPVmwfJ8zvlqybYoqOqS9XqNEXA6P+X8/Jzz9YrGk3i07uiMQZqAO7df4J0336KzFuUDx7qpvXWsYH5+zqYsqHTHw6cnRJHjQ1gUQeiCV601+Wjk5hPW44QDBJJ8FDOZThiPRty8dYv1dsNjX23+o7ffpG0br20cUVQdRAHSQG0MN46v8anb1xFWcv3omDAI6ZqO3brk7HzFyfmSd+7f59a16xze2OeDux/y+OkTotCRgtM04eB4ymK+dEkSsGs71psdq/mKIA64meUYYcjTFC18NVf4LdVozs/nRFHAYrl0hR5j6JqGKElIspwojLC6d1RL/WPtSFO6a8nTlJs3btK1nQfpuK5RZx1sKTKam6++wv/7v/1jrJVY03rSqUtQZaOQQtLVljK0iEAiw4TnXnyNn/6LP4cKI7RwLpZKKYwTBEFYi9IGhYDAJYcHR0dOqk1KjHUFAWMN3/AVwh/lEEIiQ0XXuuNRHvphjOMICSGx2qnaKGGwwmmAKK9cgfbXcthTp4ymE9I0pS5Kiq7l7O57NEWF0Rol3N+sq4bK1s7yPIp4/4P3efXVV5nuXeN8Y1BhNOBdq6okCBSTyQiLc2kVKgAJVrb89h/d5/nDmjyNUYElEhGTyR53btwiCRVtW/L7f/BN2srBks7Pl3zrrfcpW0tnoW1r1tsdTadJRiNG1rLbbOjKknw85vHJE/amU+IwoGoalpsNRdXw4ssv8cLtF9lWFbPpHgKN6WrqYkscRfziL/4Sd+/e5eHTp6y2JxwcH7Neb8hGGfsHezx48CE//7M/wzjL2NWVk/T0Sj/9NS3LcujohWHIZrNxXaAgJM1SNvMNs9mM5WrBdDbj6OCQqm6cvjQCbSzrzW6Az9ZV4/ac4II43a/Zo9EIIQTL5RKtNUmSUFUVs9kMcHbUaZI4BRpfPBHCdRy+3/ixCIwvj6FiLBVWXkgfBUoNGEnhejnDJiOlRGjtgkij6XzWst2WvHP3HuerFXdu3OBgNiNQAUI5nKawFm0amraha71smxXEkcOFSakIY4flEqqjqivWW2fHbAACibaAEEN1TbctUaAY5TnTfOSC9s5VVYVUVLXT7stHI5SftC57bajbjjTPAOiMQXkc12w2Gxz6dNOyms/ZqgCjHbno4OCANIl59OChrwwknvTR0mmQFlbLBTofAa4FFoROBiVOEqf3XDV0egfG6ccK6VyClssVSkXormWzWiOEM7uLk5SDg5Cibmm1a7331dFQCaIgGFraWmunA9sowqZ2C5c0BJHEdBoZQBAKkBqtW7TtHGnCtgSBQAUBQSjZlhVN0yCjCKU7Km0oaou1ikT8uYXm/2zjUlserpKtgAGL56oL66Gl/mxANFSZ+eig+OLPXQ2AP7pFf/U4ojgeWkouIDZXju/Zz7/8GX0Q3cMnpMcTa22wxmDFBVHKaSo/ex3A+NZ4XTfePjzHWssf/N5XuHX7Nrdv33THcul5btuWx48fs79/QJYlzOdzPvWpT3F69pSj40O+8IWf5uDgkLP5Gf/3b/0Wy+VywPAHQTjYuA54Xq8isSsKpwU9QFdcgBtFkWOnX8JIXw6QkyQhHOzWL3SppVQYr7EpxEUy0v93GVv8bOLxcQ9rLHeeu8lsb8xRWVJUBUXpdE873fF8dYvddstis2ZXV179pqPsWtpGc/P6Hc7OzqibHkbkkqPDw0MII6IoZLUreeGVV9msNygVMDs8oCgKyrLEoge5LHdtrO+G5UymOT/zhS+Q5znv3b3L6ckpm+2WJE2ZTKfsdlvCKGS73dLUrZOI9NXXKIpIs4zr168TqYif/MmfZLq3x267Y7HZsC4KNpsNje54++33uHX7mru3VT3AbWazGfcf3CNPxxgBEre+xWlGMp5ihGW+XpFhGWcjwjRFBN4q/BLHIMsyZ1gQRd8Fq3HkoMgR4C5VzKMoYjIe02rt1JE8ox9AWIPyHJbaaJqyIh3nbNcLDNbhOQPXwem6FuM7RWEYoeKIbLxHmo+pmtY5iiYJ0ss2Bn4Nsn5uGOOebQEIo8ArZzgshU8HP4a8TgBpltPa/s+LgWhlTDvwB3TbeflF46EfLVq3JKHjx1y/fp1iswUvkbr0Tq8EirYonSKKd8Hs14u2bZFKDLjY+dmCg8Njrh9OWO8slXaQrsBry+/t7WOMpK41TetimU4b7t9f8eK1seNEdC2BkiSBZJTGjPOcd+4uoBOstwVnyxVniyWdh14Vmw3vv/8+deehldJh1OMoIo9jgjAkUILdcuUhYoosjgiCkLPFOfEnMozRnD9+yniU8NyNG5ijYxaLJY8eP2a+WLAtS8dJWm3ojOYLn/0Mv/zLf43lfMHXv/J7NL1+cBR5DWawQUAcx46kLQRxHA9mHUmSDPHBaDSi67oBKrorCoqi9DJzDlcfRZHH1/vOo1RX1tMsy4aCTZ7nQxGqf4byPGe9XoOSnJyeDs/Vn3b8WATGrq7UNzXdAiCFIwtJr50oA29ViadYWoNU0rn7SAlGIwKF6lmkviJW1C3t2YJt2bA3WzJKU9IkJY0j4lCRJTFhrAgjReKDXCGk/1JI5QKfRhvquqWsWjojsDKg1U5kXGtDGARgDBhNqEKS2E3OpurQnSUMQtrOojuDUMK52qUpKgjdpJAtKlA0bes1WcHoFowgiQK6xi2CdVUispQ0TVCRDwCMpqkr397tWK8Xw6QyBL5y1rFaLRDKVdtj4fSa205T7ErqukEgyUa5W2C0pu5qqqZDCC/9IkPCQNFikUqQRiHZyKkFdAbatkP1jh1CYIWkNU7toy5KVKAIQ/dAmA6EsMRpSJyHWGVAtQirEUITKpAiQCkBQlI3DU3XUTUdtbG0MqSx0KH8jPl4WtICx6Y3fLSyRD/iOB4WhssV4j4gVt/jfVfUDESvjXtBvutf0x+LCy/c0NYyynMsHgfdOOa18fcELqqil6vXl0ffKr3S4ga0sa69iPGdkssJwdWkQElJVVcIJEUpmc5mTPcOaJqOourYbmoe3H/IjRvXPAQJhLQEgeDoaI/RKOdTn3zNtYLbmslkzN7eHk8ePqQoC779rW9RVxVpErvnpmsxXTwkzsYYV+0CyqoiiqIr2EFrnH1snwD092QIqj1ZNQgCpxJjHVRIGIfZtMIRxJxKhdN+5ZkE6fK9fLYa/3ENYwx1U0EA2SglSgLSLGY6nSCEoO0qOmOoq4qyqanbjrbV1G1LXdWMp8fYVvMLP/tFNtsVpnOW74fXryNUjJCKPE+ZTafMz+cgHCGyrmrWmw0Wje47F4FiOp1wfHzE4cEBQeSIbw8fPKSqK6qmQgWKiXfH6vQ+58sF88U528XKYRZHOVk+YjIacePaNaRUpEnCeDKmLErOFytW6y1lUVE1LWXdcO3okMcnp2w320HWsKoqTk9PHf6WgjCIkIEiimPyyZggjhy23kIYRBgsu+0G7R0N+6BU+o5ZmmVDl0cFga9q9gUgt+kPO5+UqCgizjMSC2mauoRWO+c8ZdUwdzohmYUBn3j9L3Dz5h2sccYnAyFXCCe/GEikUMhAEUYZ+XhGMhoRJylREqM8zKhXZMA4XVnXodWDJnf/mQIvZaiHn/7IR6gUNoicRJjH8yvlzIECFTjL7DD0LpPGVYmNS1w+/xM/RVGVFEXBer2mWBdsiwJrLHXjlFjcNXB47yAIvTyqmxvGQqAAA+W2oMoK0iwCDQEjp6EunVJDICV5GlHmMc2yBtthtQusdzsIlSXPUvIkZZInxFFA21S888773H34lMVyzXy1YleUXmEKjHG8HSvFUDHtu9+b7Za2abhz8zb36oaDgwOqtqGoaqwQ3LrzHDYKyFXMg92WutigmxYpBYvVkvPFOXt7M57Mz0FIqrrhi//CF/nM5z5Lmqbsv7LPr/9fvwbgOFge7hoGzo9hvV6TpunQHes18hHCeTMUJZPx1HWAWwcv6dqOpqmHmK2HVvXaw41XrZC+C1jVFRLh3O38vFVhgMHSdC1N1zpJW3//nSGWkxns2g7tE/DvN34sAmPsBabS9hlpv7sLAVIiAgXGMeatMI41KyVI42RkrEJojdQa6RmSndYIXyE7X6zYlG7zTOOEJI7Jk5iD2YTRKCMOXRUpUBeqGFJJFAqpJI0WdNrSGWjazjnrte4mCKVIo5ggDglkzCh3gSs4P/emadziZpxmcKAC97uBmBUOMlXWZ76BkhjtzCEcya6mrkt3rgjSJGEyG5NkCU1RIowlu31zwPZUVeV1EVufTSsWyyX5aEwUh1gEVVWz2W7ZbrbEUez+ju4QStLpjqZ1WF4hhId0uAoDtnMht1REYcgkGKGNoapa4ihxLlRKoYHGazR2TYttGuLYZe9oV1GL0pAgFlip0daAEr5q7BZ5NHTasttVbKqWbaMptaW1Ei3AWIc37QORj2M8G5D243IQ9Cy8AbgSGH8U4qnfAAc1A79BOQb1Rfb8EW907/MVnp6E0Jt3PHtMw3lcCtzEpc/vg8WrZD8n1+RiQHNxjHaIAS6uAVDVJVGUuFa87lBBwMFkH4tkvd7x4P4HzM9OGHk74SgJuP3cLbLYtWr3ZlPHLC4KVsslH37wAaenp5ycnLA8P3fkuCQajuvy8QohiNLEbf5eZP7y8QlwcKq2Ha73s0FsksR+gXVfFpC4xBxh8O4XOEBVn3R8Nzzlo+7vxzWstVRt7XRhvRkLMLQrO9OgwoBMOrmkWFsXXxhN17QEyYTZZEoQK3bFhl57msQ5XFoREIeKyWRCGIdYLEmcoNuO0Tin69z1FkKwt7/H8bVDjo4OGY/HlFXB06ePOT09xRjNwcE+cRyTZRlhFLHZbnn49DGddh3C63t7zA72yUYjZpMJ146OOD095WAyo9Oa9WbDYrVkvVs7R1HpcAMikJzNzyl3OyJPIOq6jqIsUUFAsdmQpZk3V1KkeU6SpW7T1ZaqqihKVwHvK1Y9WVwETnUiCkM0/fN+0dlyeH0nRSeRWL+QSKkI4phISKIkdtq77VXFF4slVCFhBoF6kc70VV5nuCKlRAae8Gv1ELBjBcgAFUaoMHR/8Jl1wHVl/T8EvhLt+RDCr3UGnFLLxzOscfAd6x0Tpd+zBE6j1xiDAg/vkkzGE1547nUe3v+Q4+vXeXrylJPTU4qioCgLr0zjXWn9vTb+fvJMsg+Auqggl7sSaxVtKwiiBBlkXoNdobX1duYxq1WN1S2mE04D+7zi6HDmkrc8I08TBPDBvft88423eHCypKxqt5d7S3GBpdMG7dUXevJqb5nedwZNZ9yzsL/PpthRa4OQAYfXrtEBaEurNYvNmuVqzXgyRkg4X5wzHo0ASRDGhEnMz3zxL3J8fMjDx4945eVXKcrSuYr6a+zWeAuGgW8zQOqkRHsuh+46dNfS6e6KHKjWGhU4EYXau/NdLh50Pp4LpSu2ae3iEq01Qgp2paveSy+jawUUlYcsWhjnowv4oDHOsOYHFCR+PAJjfCz8zAW5PIZs1U/UITN+Bqc3VLakHAwCBl3CzuF811t3IeMwYr5cM5mMXMCcRCSx+8rihDxJUSGARRtnvasCgWwM6BZlOiZJ5ITUpSSOUtLEBd09cSeKY9bbLY8ePyLLRwgVECuHp6uqCqkuVAKMMeRZRhJFICydbhHWUpXeBU9rZtMZozxjNp1ydHRIFIeYiUZXNUESkucZILw24ZrHT88oi4IwCGjblr39fQK/oJRULoOlIx9Pqaoas7NEbexIZU2N7jRR5MgJunNsUhVkYHvTA0MaJSgMk70DojCh11FuW2fH23QtWjsCQqsNUacJhCIKAqxwGzCdZte0SOGqi1VV07QdrTa0raFuNDUuMdHIQerK2g7Md+M5f+TD9dG/68c94361Wg/C8IBLgp7BsH6vh3X4eV9l9l9w4YR3WQkCGCRylsulIzJ4WbHL1+lZmbn+WXGHdxGUXybYXGwUV4/t8jH0Y1DT8BuMkpIgDKiqmrOzM27dzgHY7na8f/cuf/SHXyOOQp5/4QU++cnXuXXrFod7TnKnl2t7+PAhb37nOzx69IiyLHnrrbeGYH+33WGx6E5fCeKFEEyn0+GcL0Mk+usqlTO9uZxsXL4WUrmKRX+9h8/gavX3e+GHP4pkd/l6fxxDSEmcOQmkqnLM/l67tdOaomzohMW2HXXbOtiY7avpAtvWg32rNq5yp1SAjUNHJsIZDUkpPbzL2cKKJCKKQ9ZrtyHnWcbzz99hNHYt3qapqQrHPJ/NZkwmE/I8J4wisJbtbseDR4/YrDdkWcYoy3jh5Zecxmwak6UpQeCIb59+/ZMAVE3Nptiyq3ZooQlDBVnCu+++O0Btqq51HibCaQRX3oDACkFbNWR5RhSFGIszkpCC3W7HrtgOz6XwVa0ojomyzEMrXEVLKqdz3z8P7iYYtNUEhJeeuV7PGWrdeU18/HW3HrIkwAg6ASKIUTh5Q9t1rkoqJaDQ1jmGae0k+Iy2WNshghYhnTa57Ny87XH50jlh4Qi70SXSrQvIfVboIRg/+tC4P3cVxq7IIp1xS1kWKNx1U0pStw2jJENmMYfHE37uL3+RL/+O4P0PP+TJo4ecnp4NZD0hxKDVHlxKXoSPNVzV0juRCn8thPBd4xIVRSRpjtY1abJHa5yqUlV3RLHTig6kodWgW82mEKw2FTduHDLKY7LU6asXZclXv/EGb7z54cDfGIwptNcSRhAnOWmasli47nBPPsvSDGMs9x4+5PjaISJQGITDtMcZu7IhkRFV20AQouKYqigYC0GeZ2x3O9597wNUPCLLRxzePOLw+jF12/Dk9IQXX3hxgEH0ON+2bQcoZZKmbDaO45HnObvdzpkqKadokiQJZbVD+Irver0GcORrpWjaZoC6dU4bcFiPm6Z1EFOpCJX7uyJQg5xoFDlPhDh2mGNpnU5/TyTsJeUyn0B8v/FjExiDw/NcVIx7LJMZ8HzDEOLKJtRvVL1022AScqkCoJQC6wTL3fSCDljuSjaVk6ISyhAFimmec7Q349rBPqM8c0GhDw6m+YgbRwdkaepK811H0xmatkE42QVXNQhDgjCAKKRoahaLc9abNTdv3iYMFIGShGFInDo5tlGekQQBUeQXSIGDfUQBejbj4b271EZzcLTPzZs3GY9GWGPYrDcszs54+uQJ08ND9vZmRFGEEhKpIm7fusNmtSQf54RhQNO5AFVJ4dUC9imril3h5FySUUpdO+ewpqnZbLaoQDKdzsiyEUIq4jj1zlEd87Mzzh+fkOcRR3FCFocEQURVNhRFSadLEFBXDh8cVa1TvQgUUahodE3TJTRty2pbu4UnUC4jtAJjJNZIp8KAQVqnE22spbWGZghePr4Aw36PoNha7wDXtXzjG18HfDUSRyyV0tsY92WYZ8Zl+ILwcI0+KO3nfg8XGIJi4THZQcBqu2VXFJ4gxpWA9qOO9XIw2X+eMcY9R+pis+gbqC4Y1sPrr6pkXD0PR27r2Kw3DloUxux2W4wxrNdLdrstJ0+e8M7bb9N1HZ/5zGf41//G3+DcY7MfPXrEV77yFd55+23mp6ce6+dUWuLMEbniMKBtajquYryFEDz33HNDa+7y+QII6wKR1kMpLo8eSlHXDcn4KpzkYl0SILwj50dU3T/qyx3ex0u+00ZTVhVOYg7CMCKMQpQ3lhlNJiAFdVWzLQrq1pFgutYgVICULgE/PDoiThPqqgZpMaFLgLRVJFHCeDJiz4zpjEYqyShNQEoePX7Eq6+8RpzEKOngXl3noFh5knLt+DpJvGYymfiOm2G1XvPoyRNO52dURcGdW7d4+bVXOdg/YJTnPihWPH7ylM16w3Q6JQgCyrJhs61oW0kU5jTtgrJoneNbEBB6rGSvO93jJMMgoKkqwCkMaevMHqQQ2LbDGDvgJ3sWvPTdsq5z52vgwsDEB589UTUQAVKIAcs6KNUYS9U0VFoTCoHttbWtxlrtDFuFcnbPQJqPsNZgOmeApVToYAWBIowDttsNxnQXe6wRbie0DjYole98CYlQEoEL/OMoveAlOK4bxlqMtj7Y/xjkBq3TtK2bXi87wEjIcoFsDWXRMMtCmnbL53/6dfYPZtx/9JB/+s9+kw/vvg8INuuFW0OERPi9sJdy7Do9rNNpFiOEoqwbytq5zlptEUoRRDEWKMqCw+MjPv9Tn+frX3+DMJKsliVRGLItSpRXpLC29R0DQ1lC1baczU+5fjAmDkO6ruXsfMEff/su5+sKQYOSDDhpR6K2ZKMxcZZQeKy8kq5zVdUtN67fIPKqN/l4wma7pdOaJBsRJTnrbYlsNXk2JsqnPP/iC8xPTnn44T3eeftNhMebx/mUw+vHvPjKi1gEH96/z4NHD0nSGAVUZemS1UsSloH/frlcEvgKrbDWWWn7QpaKA9pGMxplSOues55zUviuSxCFGOFIfRfcJaeSVNeVk0SUDjrR1c75FOs4VW3bkqYpeZqz225BCKq2GSRBny16fK/xYxEYWy4MEHpbWKP1FTLM8FofMPdEho+qUPWAc+vL9QNb3oDCYS/7T5WXNiaBotNwvtqy2W55fHrKZDQiS2OiQHKwv0cWZ3Rdy3azAZwk2WKxHrKWpmlJs4w0z6Fp0dZQVC2Hh0dkScLh0SFxkriKi5BONaK1tN7T2/isxukq1oySmFA517w8S7l16xYHR0e0nebsbM4H733A+++8g64bmrffIxuNSNOUOE3I8pzZeEIg4Xx+yosvvkAcCETnDESCMCC9cY0oiSnrjqbTPHryhLJu2GwLnp6csTJrjAfDh2GEEILVas0ucE5KDr/acnZ2ysnJnOPjY8IwoWsdobCvjkgpqaoK68X8VRgQRq5aHoUR48mUJMtBSnd/jEFagxA9ccphxWSvGmC0x43xTJDyox8XyPir5JqiKJjP54Ml5WVccR8Yu/dcfNaz3Y/LQ32fqnI/HLzIKZ0sV2uEcC5Vsg8KnwngL1dVPwr76tpkjinc/9xYi7ba4fovbfJh6JYT3TlIUM/OMcagO01TN0RhQlPXbJYLtuMZ5W7Lnds3WK9XvPHNb7JerZBS8odf/zr33n+f8/NziqLgi1/8Il/72tfYbtZD8AIQBS5g73SLaV0Xw0Ej1BAUW2v5+V/4BZLMOT1e6LVegjx4yFIfCA9YapzcXVNVTJWzzu26DtNpBxvw5hfWaiez524CcHXx7f/exXX+eKXawP1955YpB3ODuqkHybJ+rpZlSeuvSaCcEYXBrX1FuUMEgqopaJradYpqwXTsuApJHBKFglE6QVsH5ZnkOUEcc3z9CDxmsvOFhx7L2TQtqc2I42TQnN1utzw9OeHh40c0TcONGzd46YUX2d9zxYI4iujals1mw+nJCZGHhLgKeIsA2qZmvSvJ8wm77SlBEFBV1VBV6l0PjdaOjCYlga8kWmsdakY7OJxGkKYXUpwAKImRAt1pAqkIgxBtQSA97MgVcAY7dXq77UtdF+MI5p3WZEnsUDoec9l1DW3nWtMYgwgCQinJspwSp6eOtURh6EnUgk53pNkIOktjajqr8Wk2KpCkaUaWJ1Rl5bqiSoLtO7LS81gEUgmEskOXxFpxZf/8UQ3hr1MYBgRC0LUN1lgClWEoyNScv/Pv/y2+9sdvcrIq+fof/wkf3L3LtqgGHHm/L3XaXEry+w6ae173Dw5RShLGEZk2PH58grGW27dvs9xs0MYwm804PNxHKsWXvvQl7rzwGpPZEU/PPmDXlINZURxHXL9+zMnTM8IYmnZLVdRsN71yjuXDh4/5X//J7/Lm2w+ACoGbm/hjNn5f7DYbpocHGAvHx8cURYkVkuneAcF4wvHhEW98/WuoJ2eUVUEYJeQyRcWCLB9DEJCMJoxmx8wXKx49fspys0YEEZMsw9QNptpi7QH7ezNu37rFkyePKOuaMI0p6oqnJyeMZlMHnfCyrHVdgxBkec7ZyQmHh4ekaeq8GBpNWdR0teuUL84XPHfnDoeHh0NCoruOpyenZHnO4eGhwwf7omQYhuSh60TtthVN3XDt+iFPn56gtWaUO3MdrCXPMgQQhRHz5ZxEODieNoambal/gCIF/JgExtiLysyz7djhJc9ALL4X5KLffHofdymEh0G4NpcVPjD2X/2kE8IFn24zNI7xWzVs6xVpKBnHkrPTRzR1S57lhEHAarlks9kiVMB8PidJEqyBg8Njbt6+zWx/HykDxnnOtaNjWu/97VyzHOB8O18QJwmr+Tnj8dhVGbV2D2QYcG9+CrZD647PfPrT7O/tIaWg7VrKuqLuWsb5iAdP3uXp46esdjtsGJBOxozGYyKlmIxzrh8fce/DDxnlKfuzPaajEXmWMh6l0DTU2w2bzY4kCMjTjEk+IQ5jMIZN7bR3N5sNUkq22+3QihjawRZOnp6x3RTMZvuMRmO01pydnbHb7cizzC3sTUNbN+zKkrpz2d1zzz1HnOUk7ga6zwWUB7Np25ssaGQPa/HJkbQXuLqPa/QBbtu27Ha7gZEex/HgeNhXVJ0ZzYVu6Eclfs+24eF7k7Qu/zyJY8I4pqgq5vP5lc/7KL3RZwPhZyucz1aP+3+7c1BXiHmhl9uS0hkQ6NaRL5QIMBjapkNIQdt16N2Wum6Q0qsKVBV333130LUFBsH27dZVlb/0pS/5a+26Mv0wxiCb1j27z5zLZRjI5z73OcIwvGIH7U7u4jq2bXf12lyCUhivuNBfI20unPFcwV/0sNXv6mT1FciPhLx8jBVjKSRHR0eA19SWzq2yLJ2dbFE5Um6SJITW0hqN7jze3J9/7qGkAAAgAElEQVRfGEUEkaRtQ9AtWEEcJVitOb62TxaH7B/tI6RyBjUWhDZsdzt21ZbZdEzbNGCl038PAzoMHfpKN0T4in5ZlVhrOT4+Jk9SPvGJ15geHAx6peeLBd/6kz/hG1/5Gq+++CI3b95ktd1graWzLY2u0aah9bb2vWxTb90uvQpDZTRCuO+DMBwgEFpAi6Uzmsy3k2WPWXe4EXeOUrmqsjEoLzNlrEEih/nQY92llAQyuFj7cfNoNBqRxTFGSccjUYogVIQ6dCTazq0pUZr6LpQiCEK0cXudFs5WPglDsJDHKU1d0XYtIpDEaeq6i9KtQ3Gc+HlpvQIADF0NIRASv872ePq+9/ojHhaEDRHSYW0DIQnpGLPhb//Kv8X//n/+U/7Rr32ZD9+5S7VZOimwsqFpKpI89h0Sd9xRFA7xx1BYw2mY11XFrVu3EEpyen4+/H65XCICZyKx3W7RusUCrbbEJ0/5xh/dJcmO3X1VChG66j1aU5VbLIIwMtw8vskotyipWK93fOfNe/zuN/6IQleItqOpS4R0hE339s7BGcPAmcV4JSYrAoQKGU/2uHPtFqenp/z0z3yRruvYbJcUZYOQAWGUcnj9Jh/ce8B8uUGjCJKM6f6MIBC0TUdXbDChQdEgTEtVbvnww3vMT8+QCGf0gWU8HrPZbtHWMplM3HFY1z2ZzWZkSTIoBRVFQRiFhLGb7+WiZDQaOTOmOB78Gna7HUdHR0Pi0/sCrFargYAncLC45XLJYrEYCjM9xMdYy9nZGdY4PfMscypffWW78n/zspLUR40/V2AshJgB/x3waTdd+feAt4B/DLwAfAD8m9baxZ/q86wjIXXWov2XxQWyfSA0DP98XsRD7hsHEXBZn7ICLaSPsPBsYI/S8JCKXo9U64vNVlowRoC2WNsggphACOIgodpUfPjkHlVRILAEUtHohqePn5LmOQf7RygpQAlncVyW7BZL3n/vPeI8QyUx4/GEIAgRwonbF9sV49mYGzdusFwunUlIHNJUJVo3PPjgEaPxiM1ux6PHj5FSstkWPHjwmPffe5d7773Lan7Ker50lodJwr4xHEymvPjc8xwcHbpKiHF2mGXZUNdL7Nk5ddewKyuklExnU/IspdysabXBWk0cR7Rdx3axpahrlApo2wtCQB+ElGWJEA4O07Ytq+XSkR+BLE0Jce1BfDegbWqHz9tuyfOco6MjWi8MLnHwBGO91a4QIA3SGKwwGKEdARPr7Lf/DNa6P8y5u1qtqL1OYj/6qlBVuWsbRRFREBAGV4H/l4OtIVgChOzVUa7iUC8HzZdhAVYIrJScLxYsVysXEMqrEnbPJpaXg+HL/79STcVV45UMQPok0zim72X4hNV+YzEMBCL3GYIojJ3fvc/+jTaoQNJ1LV/96lf5ic99mrZpsFojBvykRrcNAkuWuoy/rio0Di7y/QLLy9eyD0YPfPCkAvVd56c9xrTT3TPOfheqFDKQREK69anr0D7QFUJ4HKeHmDyTYDw7+oC9v6d/FoOEH9bcDcOQvdnMn2O/DjrZM20NIlDESYfu3O+NtbS9AYr/jNY7tbkOmIOvxWHA/vEBs4Mp4yzDCMF8uaBsaqRSKCHZejUfAySBJE16ySVXBKjLkla76qpVEgKFCBR7e3tM8hFt03Dt2hHTgwmxd7qan53xrW99iy//zu9S7XZ84d/+m0hwEBnroAE9yaetKpJAIVQ2BKllWVJXLcZAGKaAodNOTsu1sSVKCBLhOyQ+kOzshVufEg6jG0euWtzvMypwakDSa+66rsWlOdpa12ERhs449SVlPalTt6BwVtI4JQuMJVDa4zpjgigmSXKyPAcMSRqDFEhlCWRA12mscfeu8xKhcRwjw/Bivnr9bYOb8wEXz4AMBAKJEAEG6HRfjPjTJ3Y/rHlrrKFTEBuBbRZ84bOv8XM/+wV+7+tf5v/4jd/inQ8esVzuWK+WzohFuGsWqACsDya1K+xonO54D/cCB4HZbbfEe3s8ePiItusGCdgsnzCd7jOfnxOEroq7WGwAy9G1I4x28M22a5zLqNfqbr0BllCawIaEccr0YMbzN6aM8ymbXcemaFBG0O4qjO2QVgAu6AuDgL29Gbdv3WbX7DDaMj4+pDWG1EKWpIzHLkD91Kc+xW/9zpe4fe06EsVkPGXv8JDJdMb5qkSpmM22oAMiFTDZu0aW5JSbFYuuQZuOKAr59F/4BFVdkiQxh4cHLOZz1zGR1j8TgizNvWOuk7JsmobNajXwWsLIOeQKcLyh2l2XOI7ZlSVISdd2hHHCXpJgLezv7zP3hiV9kaknBMdxjO40aRZ7gqRzGC6LagimVRxjrYMiufcpKl1jjB60lX/QuvvnrRj/N8A/s9b+G0KICMiA/xz4TWvtPxBC/F3g7wL/2Q/6oAtsMVeS0KFFfeW1F9/3P7+8GQkXWYCwBEoNn3K5bQwu4O4dha5Wx3qhfo1tGk6fnPLWk4fsluecz5csz1fUZemlWFLyUca6qtg7PiYbT+mEc9Iy8znFYsmHH9xDCOGxtQFd29LWDtechAHChOjQkVH6Rbp/wKLQ6RJ3bcd8vqTT7pxX6y0nT894/70PeO/tu5TbNbZpyPOcLIyYxDGiqvjjP/iyJ35V/tyld2mLiZOEJEvZPzgiTRPe3hVkU+eoF6cZUoVUVUVdVWx3FU1nfAsK2rZxYv3W6WQmcQqA0YayKK+4uhmtaa1bxK3xTO7Nlt1mgxWwWiycU02cDBXWZyEFtlcb8MGJwCdL0sEqxD8/1O2HMnc73+Z1gY4YYBHGmOGhTn1lJg7DK2Ybz47L81N8j+Dvo4Ji/wvm5+eXAvTvDnQvz/PvB9m4/PMem+w0TaWTJRQXhLp+9NJT7l65zovyzO0sy8jznJu3brlKcFU5bGac8bnPfc4lkv7B7yuqPX7ZGkPjmc4fFWh+5DH7r0H71R8DuKpaj4vsr0nXaTpP2MOvQ8Yn5f3xRGHkVCkuE+/8+6U/52fvbP+6/n5coLNdBe7P0eX4ocxdpZw5Tde69n2nteNKWOOSWgOiAy0dM8P0cALpnkGH84YwUuSjlCB0+vNJnJKEIeMsQwYBRV2x3K5ZbwqQiiBWmLZz8ByrEXFIHKVDgaLttL+a7p7UXts0iSMYZ3RVTXZ0wM1bt0izCGEdu325WHD25KmTq7pzh9dff91xQJqGtqmxbYeyECAQ0hJGiqa5uJeum6Ad1MBh9UBfVP4RwrfZPVSn70z4qlWvBwwMFdtABYi+6uq7C/2cCJRfyazbp6xx5y/F5QTY/U74oOByUiV90hbEMUma01ReB1xJokT5NdgiRUgQGHTnE7gBPqCuqM70W6/FYoWXJFQC6UHSWltnBiIVQvpixD9fx+OHMm+FgNxs+Jv/8l9huz7n3sOH/M+//uu8//ARTx88cTyatsHoXi3HOEx0j+v27qRCCEdGxHrL8THGGKpK0LbO+XY0GjEeRzRty2K9RmvN6ekJQlna1hWEpLAkUYIl5d27j8jSnE4XWJx8pBI9lNNw+7lj7r/9kAbl1gsLVWN49OScP/72O6zXm4tkhJ68bBFaY2hBNhxd22d+1hDIkPFo5JIu6V01teYb3/gGYZpQtS3j2T5FWTOfL1ltCupOopGkoykoiegaNmXFdrOjWi1omg2Rcp21F567wePzlYMNed36HmLVdS2T6RQjHQyr1yDu51Lv5piPRs7euWm8AVDjJNZ8nFPXNVVVD1DL+XzO9evXGY1GnMznZGmK0RqaZlB7cUU4V2BI04QkSRGZM+0oy5KqqphMJkMH0hFHGe4BUmG7/58CYyHEFPgF4N8FsNY2QCOE+FeBX/Qv+++B3/5BE929X3jClSssXvy8r7zISxtJ387p95fvrs4IIRyovm9z+gfBdYfcGxVegdUa3yFyLVNngOAyUysUVhvqomC7XlJtVkR0TMcJh7MJn/nUJ7h985CvvvEu752u2JU1Zd1SVy26M2yrhm1VsdusMcYw29vzi6UPGNsWKQTr1ZJAObcYYTTb9ZLddkPbOAOSLM8xFs4XK9brDavlivnpKcV2SxwpstmEtmkY5SOm0wlad3zw/l0WJyckieQLP/05IiV59633ePjkIdu6w6qIMEoYje67RVcIgixgMp2S5iPCOELIAK0tu22JFpLSV0D74MhoPbgQGmOIvKFHD18Bh90MogikoNUdReUmb68CsJqfc/boMUEQMNvbc0FIoByZ0Q8pBJ3fXATgkI4ghMVKe2XO/KDxw5y7fZXNnaoLfPoKcZIkAyPfuWJdYPIGORtxoZpyZe4+mxhcCmov/+1+ES12O8ohQGfY2C/DKHry2eWA+3LA/IOC5b6lavsKvd84rxyPfzb7TbdnJ9+88xyvffKTdNqwWi7R2nDnzh1+5qd+mkA5wksfEPct5aqqh88d5IqeCeyfPe7L60B/fj1xsK7rAQZy+Zq7Rd0v7H0A5D5suFdheGH13f/KGnNxnRGDvNOzx/j/UfcmMbZt533fbzW7OX1V3fZ1JEWK3dOzZTWJZMSNbEkZpIEHRhIjGTiBA8+MDBMgE2cWIKMACRDYgD1JJkYSwBm4iZ1MHCPuJFMUKVKiyNfftrrT7H41GXxr7zp1332PpPREMvvhvnurzqlT+5y99lrf+n//Jia0UlLL07wl8PKt1/xBjk9z7MocqeUeGt+HNmRyZ0EmHaAsOAieoITnLoWlpihLfPSYTLG0KwkamovfszGGPLNcXF/jlczv/TCwq65pXMeqnFMWhQQPZBkRRz9E/CBuPMMwEJT46LogG3KtFLNyhipnbNYblsslEOg7QZYuLy/Z7resVnN+9k+8xd17d9geDuyriqpuaLueYZDkvlGsq14cM0lgppLOQygyJuG+iU6gZIEdiwAVEf6tPuaPR7SKKTbXJjpOJEYR5CmkKzkNXRVS4qtwUrOipMwLZrkkTHoCWZ4loV4qjMeTNkJfMpkX67fkjTxuVI0yxMik9o8+iL+xMZjEwU5ANjEaYlRYkpBUeUGqFSlkQYp5Y344R5VPc9zOyozlKvDbb3+Tqmp5fn7N7tDgnXSAtVHcPb1L3zvyvEABfdvTdwOD6+WaGksMEW3SvUmkqStA6F6r9RrXD3RtKx2iKHNanln6tsO7AWvzdL0MmALnLUUxw9o5bvD4biAoQznPJ354ZhaUc8tnPvuQ/dUV7abE+wMfPnnK4ydPGIZOBKhATHNrJPGqCTx5+phXDURVslotKRcrLi/O2V5dEILHB03TDbz62c9BiHgMLmraYSC6nj4ajM6wSuODB6/QtsBkGVorFuWM4DzBD7z9vd/n4ee+QFZY5suSO3fPpFZC5gnhFkehV6S5W6W5erPZUNc1fdfL2NNKtFVpTnbOp0I+bdbSeFytVlOBq0ni8nBzvw3JUjMGEZhWh4qu6yeu/xj+AaQQkEiWWZpWHGaMNtJV/yP0Mf4p4Dnwt5VSPwv8BvBfAA9ijI/Tc54AD36wl1OS2zEiKsdHlOL2Bj3WRDXiUrcFeB991XGXnxYhJTwwxrSfhEZCKnKC7KydU3gghshiseCVhw9ZZAobFUNTM7eas3XJg9MlpQ4Y1xHalraqafYV9awmLwuCtegiZ7h2NHVDXTdkWbpZUxKZUoroHEVZYhQMbUt1OLDdXlNVleR/JwX+ECL7Q0XdNATvmBUZ9842GCJVVVMWJUrB9fUVF8+esskzPvfaA/78n/o3cPWB5uI5l8+fsetbhugZ+shhXwOBh6/cJw+GBkVf1dICzDKULjjUDd5YumHAJPTCWovNLUUuaTtN00x2VnATgQuCnMjO3d8knClpzR92O549eQLG4PuexWJJWZbYPBOunr7xlR1RPRWFRqHQBAw/pCvFpzx25Rh3tHmyiClTXKpNVjXcAEbfFxF+8d8v+1o8SiNN21I3zS16wHh8XOH7ScctqkFCUCOeGG/Sh0YhkYoTBooI/ZhQtFEwtFpv+NJbf5wvfuWraIUIV0Pk85//KT7zykPee+f3bwqVo3McJ8HxvU4I9vjeePkm4hZdIf3bOTfdazeor5rex5i4dOvzYrxeStrgWk+Px6lUQiJ008I1fWZHn+OEFo7nKA8eXZcf6LKMx6c6dhWa0YdZaXXLfYQ0w2qnMVFoTjHI81CKLM9wwYMKGCPi4NlcKAiz+Zy+61Eq8sGjp9RtJx6rXUfVtigPKirc3EGE3nVEpwhOEZB5wymmomTchGRFzqycsVgu0UbhhkDTNmwPB7b7Hc4N3L17xh/7429hrWXfNlztdux2B9qmp+0cdd0yDMItVj5OY3q8HjoFXsj4Gu351MQckIBhpmutlE7XM32iY5U58XTTpzkiwXx08xSCA2Um7908y5gXkh6olcUHd4uzDjd+22hBDK3VRJ9eV+vp9wm1SU2uSdFp8PrWfSKPy/nao/fmYhrHBDSWGMfN3g9tkfmpjVtFoMfxm7/zuzTtQPCQKdmMnd49o20bTk5P6YdUfA2e4KFtZaxFInleiiWYdwxDL2t+ECuw46Pve0I/JO0AeO2wmaWrOqxVSAhYibELtJ1T5h4XDSSLtUH3uExyCfLcwOA5PS35ubc+g6vO+fDxc2xecrXdctjvk/2ZuwEhFAQVCNHhethWO9bzOUNmsEVOlhfUdcPTp88Y+g5tc9Yn99BoWh/ohh7nNVGXUs9E2Xy53jF4D1Hi2ReLFbRb6l1L8DLWnn74iDd//heZz0pWyyV37t6RORTRFjgnfuaDGyB1TDKdTWOq6zqUNjSJ1zubzVjlBVVV4X0/CWNHLYi1lrOzsyl98jhFT+6RcNRNFgpM3/cTuHTsOjS5k+mID26a21HQDwPafnJS7h+mMLbAzwN/Lcb4z5VS/z3SBpmOGGNUSr307lFK/VXgrwLcf+WV24ucOqJQjBOIPvpmRNKnkF24Qk0Vxy0epbyAJOJM7S4tSXrJ6SEzYxSn/IDznmFwwisaBgalye2K+ydL9psl3nmePHrE9WFLU+84HHZcXmzZVS3Le6+i+4Z2t+VQlMziGl3k5OVMqAnW0vYdtqpQEfqhx2gzWYyUZcnhcOBwOOAGsXZp6o7qUBPR9B5W642kcAFZ8Pj6hNYq2roGFF3Xc3V1zfXVFcoPvPLaPR6cbeh3e64unsuuOAZyozHKYss53TAQ48Abr99nvVjQdz37qhLfQOeIylFVDZ2TdMFiNodc4lfH8y7KEufdRK3QxgginAasUYrBidVaro34KqeCpW1bzs/PxfO4aTg5OWGxWlCUM2xeiIWUEQu3m/Z0FA1WUCgMLx9lf/RjFxBuoTFSDBeFcImTQna0SpPF9yZx7vg4bs+/8HvGc7m1kB4/d/CeQ4onHekDId4Up1ObdNxU3Ly/6Wc+lp5x82xC9JN4SGsjYRBBbjubfl4mJhKikDYyRBarFV966y1++vNfZFbk+CDequvZHOV7Li6eQzrP8ML5TAEoaUIctQaRRGd+yUbiZZY83ss4mx5PbzGEeItzdoyoxygdpcwWwk3WR57RQNTyeWsCNqgpQez4M/6463m7y/VDVcaf2th947U30NpiTLxBj3WcaDIxgQaZlsJ4jByORmgOWZbRB0/Ei/BQRfqhZV7kbJZLnrZPiUS+/fvfRSkRo0almRVzgvN0qf3a9R3GK1QUS02UCN76oRexZgiCVGtDkWfM55IQ5r2j6Vr2lcRW101Dnue89tor/PTnvyB8x8OB692e3e5A0/V0ndhIxij6CIJ0n4JzcDTevPepI3lUxKaRFxH0NMR0AxidqAch0SosWqcER3UzfrU2N0iuvtnAHW+2UFa2I8EThgGnI3lusKM+5uh8xk2MNjLf6ETHEGcWGY+yOQzJjk1DUHijUnKftGeP18ZE4cfoROvwsiGUIkpNAigfxnvyRz9uy7Lg6fMdmbbgYOh72tBRliWz5QJlDM57YogiUG966kNL1zqslXyD+XzOcrmg6zqq6sAw3ERJq06s+XJbCCqsDS4E2q6TWPsyT7HLOVrnWDsjy5dYM6MaDnRO9BKRIJ3RlM63Wd1hVVpevXeXr37hPm1zh7//f/0jPNC1PX3vKPIbBwUBAxUhSOKkUw6jFE3dEMuOwYN1gYhF6xytA8vFmtlsIXRFZwiDR5sclZLp8lT3DN0A0TOye2xao6vDAUVkuVywmM85WW/IdIbBEH3k6dOnFEmw2TYNbduRlwUg10FZiXne7/e0TctssRBXmxSstFgsJiFdnueTR3O6/hitWaQY9VsOQene1CMn+citYvQ8HoGUvu85PT1NKYVuuqeNsdNG9xh0+bjB+gc9PgA+iDH+8/T1/4oM9KdKqVdijI+VUq8Az172wzHGvwH8DYAv/czPjBtReUwJBSKMSK/RhLQa3ojw1HRRb5bK49eQn4dIptSt9l5uDZkVk+hMKfFt1IJEeh/oB083ePphYMgymkGzWs1RKO7f24pTw66kq3ZUfqDYnHJvo3jttTfo0fTVnma2IC9m0sLwQtC/c2eNaxs6JO3OKBEreefZtjX73Y6u78WrL7csFiWnp2vcMIC2aJNTlCV91+Jdh46e5WrB0Lc4X9N2nsN+T7U/MHQdhsi3v/c+j58847e+9g3OTla0XYdWlrw0dMpCBtF5Ht495Vd/+ReYrZb81je+RTs47HzD5uw+TgXs8+dcX1/LZ1gWMhEndboyBk8gL2WHZ3KbBqHchNYYXPBTm0trQdCC9xOd4rDfEwN0TcN+t2W5kgQ08WyciTI8TcxaGXEn4IZHqn849OJTG7tG67jZbCbxwTFdYlxwJhRztA0cz3lSQccbRPH7rDTjIjpSV6qqegHhZXrtkXM2/v3iaxwf4zm++JjSenpcazUthhFDVHLeSgmNwI88xSibWJvl0+tlmeHeXXFDCUEM87uEcl9dXclEmNCD4/McNxYxzQNMop+PR9+n9zAiDakTtN/vEyVCSUhCept5nt92mXjhMyqKgjw5Wowox4T+KTBK4weHzW4LKV+2mTk+zxHp+CGRt09t7P7cz/5CHJHzKJYD6FQYBxAOYpQNgfERo4JEGmeZFMHesasr9slCDyInmyWf++qXIUa+/bvv8PVv/R5tXZEXBZX3YvtmMma5QWuxgLRGYpLH4IQQI3kuot82fTbWWmZ5Rlnk5DaDoDhUNVf7PbvrHXVV0bY1y8WMr375y9w9PeXx+RVXF1fUh4a276lTkVKWlmGQ1x28F49hVBL83lwLiXVWspGbBHOio/AoYkLOYxCUe6QmSHQtYzvhaKSmPoO6GSc37hTJppIoa5HyVM2ezJUMfSTLLWVZSGEdBRAyyS3DWkuWWSnsQqRru8RX9rcLCyTdzWa5LI4hkitDzCxBa5QavS/BOUVUsmkUlDvxkRNSbLMsOSx9MvL2RzFu54t53G635HnOfLZksVynsasZ+gFrcg6HHdvLhuDSxsGWbE6XlEVO3TmyWUEgslqWzMuSpq0ZnOdwOBADWJNj8owsz5jPVxibsU0WrZdX55ycnLLI15SLNTYrcU5zeb2jLEt84/BBpcRB2UT3ztP1jq/87Bf46lfu8uDBHb737iMevPIq3/jmt3j86AnlbEZdH7h77y5N03DY7qVTEmWzZbIC5wLbXc3ZIiNi2O4OqKzkzitvYMIgmipbsFyf4ncdzdDjA9gIubX0MeC1opiXFMHSD45ut2f35EN2zx6hoti4ZrlhtV4BsNtt2e53PHr8mHfffpvNak293+NiQOc5PoTJqrJpGvq+Z7Vco9A0/Y0+pG6aKdY5z3P5rGOkKAqWaV3wg5O456Lk8dMnEv+ecihilBTXIqWhjo+NnPERFR6pFMIHP+fhw4fTBtSaDNCT3e7HHX/gwjjG+EQp9b5S6ssxxt8FfhX4nfTnLwP/bfr77/5Bf8d4HC+WWqmUvHoTBqK1nlComwo7YolYK0henmXMipwyy8hzS2Y1ViuyUfijgqQ3AYOLdL2jHwx9pzkMmsVyTRgCD197g+h6wtASUexqx1wbqmrPd77zXUyRs7n3GsqUxGi48+oD1HLJgwcPuHt3w/b6krquki+wePhW9YFH735IlmUpoSvSuZ6+a6nrRgZDltN7x/bqGh08yssNN0aRCvH9JpJUKAsDVYzgFNsh8vTxnllZoosNs/WMuVJUux2bIvArv/QmX/rCZ/nf/8E/4b0nT9ncvcfrn/s8s+WK/XbL9fZaOISzGcViRTabYzILI4rmhmT9JKrevu8niyutNX0nnOK26xLfp79VPBChrmsG11M1FYfDnPVqxWrVUM5n2DzHaHtUbIoILBqmTc8PenyaY9dmluV8PiGa+qjggRsKz4tI70cHuUoIQXxxj/eRonUs9LpExZkS2hh/VJ7bdR1K3XCMj1v7LzufFx+bHo9xKpBTGwajDS6KfZAiocXeI04a0molBqyxXDx/xuHynNwEZmWG7z2h66mHAd93KAQpMC+cUzw+Z4AkphF+ZvhoV2l8/rgRUUpcLBBK1H6/5+TkZFrMx/eaFQXVoXppYRwiLGayMRsRC7m+N89TGnSeiVg33mxyXtYd+L7j4Pscn+bYVepocxbCRDe5ufapeAwBnRlsVqC0phsGtrtr9m3L0+fP6boOPzh88JxsVpwtV6yKgm3b8PDhQ6KVRW13OLDd7VAmYygsfhhYzWfcOVlS5AUqxb2OXsTDMEg4wZgmatJcEyPeOXZ1jY+Rzg30dUO7r/jC597g3/t3/x0BNWJk3zbs64pm6BlGvrJzEugyDEScKE3izUZsShpLRaUEf9xsLiOaqAyQLKTMAEETUmBBCJ48zz+y+Rmv/fj18ZwVoiCE1hgKm5GhCEqj4gBekWez2x2RdH8XZZkKBRGMRS8RyaHryYobvrd45B8lQkZxKMoyi9EWr8BzI6j1Xj6XGFQSLzlArOQEaU5c0xcnqx/BuNVKcf/+/YQ06mmcOufpu4EnH16yXN9hdXqXwXdoFclEt2EAACAASURBVMmMpetavDaYImNI7kmHpmVRZpTFnP3hOQ8ePKDpOrbbrXCyddpERMV6vaZpGu7du8+qvIsHsmJBVBnBg801SsP9B3fYXu9pmkMCSzSLLOPVu6e8+vqK1Z0zrnc7rhrPndc/z4O9I+Zr5mXB+aO3efTosaTaDZfYPGdZFoBiXw8EYBg8d21J23v6qFnducedzFBXe5699wHBKq6bZygtYyYrC3FjsBbjBaDCiVPG8yfvUz19m/5wgRs6cIosMzR1z/nVnqxcsFht+Nmfu8sv/fIvs99u+a//y/8KlWVkRguFLwQ2G+H816l7WVUV9+/fZ1dJYilIh6NpmqlQntLtYLpftsOO64MkWp6dnbFer9ntdkIjHQYJRStyLi8k0XU+n0u6Xp5PBfHhcJjoGWVZTvOZS+FmmbUsZrNPHGN/WFeKvwb8L0oUpt8D/rM0Uv+OUuqvAO8C/+H3exGFpJp5hK8GUSIfEQRhrF1Hiy6lEr808b5CiGKsHjxWK3IjPM88y8lzsQ+alzlFJi18myx7jAat4iTAMEgLY/CePnf0ztHmFluLQ8Xm7BSGhrarCVozu75EhQsuLnZ0bsDFyMlsTt83tPUV8+WMrq7SRD5w/vScs9MNmRXS+PbqkvVqTnV5weuffcjp2V32h4rLq2vyrOBkteaw+5BZOccoiH1D01QoL9GfrmsJfYvrW9quZuhaMqMxixlZZui7FhWFV6VVjguR7aEnDDXLec3DBxve+hOf58/+qT/Nd773Dv/D//x3KM8e8NM/+yfk5l+tCDFyub0Wi55hYHXvHpu79zDljGgElVzmwh/qvaPtOup9jaEh2pzMaPq2wcU0cTVizt13A0PviAG8D1grPOEYI03dMPQDfdfT9T0bt2GxWCR1rFyX3jlJxlOCHP8whfGnO3bVLaeJ44LyRarCJ73GrX9/wtPHhXXwnuvdTgpKY1Jcb5zO5diXc/w5uKFtHC/UL77+8d/jMVp6BRUnBxCjDCZL9IAgHrApkgulwA0dWkNd77mzXrCY5eRGMWiNHdXiwfPNr//2jWvK8ecisOxLPwdJspRNwsS9jHEK1xh/XijpUkgdW+odt7Fnsxm73U5oWR8pzpPoJnVIxs9i/Pzke54pqOEFa73jsfApHp/O2FXiP922LYN39ElgF43GdT1GK1SIZDZiC0Prey4vDpxfXfL0+TnPry6BgBscRitO1qeslmusUSzXa9q2pj20nCwXXO/2GKWYFzMOjWPAQ1qbhmEgtx6tRyrbMLU6T5fiFJBpIz7HaVEdnBQJdddyvduhlOLXfvXXefMrXyEEw257yW6353A4oKxJVmkOHYUKMfoXi/YnSIjLmC7nR2FdhnM9xSwjBAlhEOqWwtiIS8tnbstUbN7mFL/snnuxmwDJn11HNBmLIudkPZ/mhMzmkFny+Qq4oV9orZmlMReIaCViyMxm+KLHu4GYnjdSBER459ExovJc0HIiGk90N1aJyiQFInqKhjZaEFDZmGq8jyIm/eGG9acybmMaM1qNgthI3bQ8fbzljVde543P3qOPCvDkXqXENMdyuRE+vFcEN2BsQecCh7oCJx7czy4vyKyhKHMJmQiB2WzGyckpipz3339EuTzDKsX26pzDbkexkHCq4GRuzPNMBF8VoAPlfMbJ2ZyzM9icLHn73cfSdbKG3UXH6uxVFqev4NodXbVFPX4isctFsiSLwusvM4t3kTuvvM6X3nyTkGUURiLQizxnvVqyWq252lZcXyVkNZf0Q2LkUNVUdYU1YIsFKg6Y7hrX7MUfOc+hkDrLzE7Q+YJDW3NH36PMCoosw5dzsBnB+RREI9Xbbrtnt91P480WOd/+zu8lIEKzTY4eDx8+pKlriqLg4uKCzWZDCGGKto6pW9TU9eQoo9BktmCWYrAPhwNlnhMQq9SRklHX9VQQey/oPzDxlJ2TWqgoLG1ff+IY+0MVxjHGrwG/+JKHfvUP8ZpJDZy+5qZYUGO7L/1RKhCjwirF0uYUyTcwM4Yss2SZpswyrBEeaJ4KOWsMxo6q3aO2cRDjdh8Mzhu6wVBYi9GKXd0wKwrM/fv4GOh8oO567Kzh3r2CrCzIZzOKohBOTT9wOOw59A43tNQp4UszAIr1ZsFikfHsyWO0hYd37lI1LYuixJydSYBHu0ebwOX1OfPlinV2QvQOBo9OUbzjQIgxslwsGL1vR3PxTENR5qzWS05ONoIU2GTt4gJVVfNPvv4t7n32s/zia59FK8vp6dnEE/re73+XDx8/JsbI3bt3OTk5Eb/EPCdoaYmUCYEb88hBxHZBxQl9GRcD4XRVVHWNT8rU0dpl9M8cW+3Oi+3OiN6crTeU6aas25brfcW2ahgG90MnMH2aY/dFnutxC/1lj7+sWLpFX3jhvRwjuDEK0jFGgcIowmP698te/5jf+uK5vgwpPkZhOS4ITUSjEx/yhvcfYQqxkGjcfPK6/ZVf+bP8W3/yT3K6XqMw9NHR9R3eO7a7HY8fP3rp+37xfG99X37gFm0lT6b7EKb3M46v8fyOf8+IAE485hd+f4xR7AfbhrMjv2niTfKmUtw4BaSi+EWk+Fah/RGqxg9fMH9aY1cBzgpmGpVGWxE2KQXaikUV1hC05rzacX5xwfnFFdu64vzJc55dXqCCCHFmZYm1HbuqZXto6IZz8Jpm6NleHWjalmGQdE0fHYNThDBnNpsx9AN7t5/s/Xza1B3ba2UpTKPrOrz37Hc7+bqqBQnLcx6+8gr379/nUFUMRIYYMdYSfCtdtcRpBhnLzjlB+qzFhIBVQnGORIyRcA6bK0nNi3bk5sk1CBGjjl4nnbMgtHaiUIxj61gFP1GElPCAx9cL0SfhdwIztIY44IPH5HMRZ6dx6EO4iR/3gUN1kKQ7adfIz5qbDV2MYsfnibgQkjOHzCU20SXE518y8V6kJoFGkzPmW0shP2U9/kDHpzVux+LLDZ626ei6AR8sr772JQYVKYoZeZBpy/ueEBVai0PFMPQUWcl+qEAFlC7J8hxVBLQf8K6j2u1YLpfsd1I8NU3PdluR5yVfffNNvv32U3SWce/Ba3zw+Bmh6bDZjBAis7IUEXpp6GNP4Q19U5HZJa+8epfvvPMhF41hNct5fHlJ7yJ+cBgldIR+EIu48/PzadyHGMnLgldefZWf/uJXyBcbyAqGEMRNYhwHgIuGqvcsFktWqxWHekffdmJTFmExyxn6hsPFhzQX77J/9gGu60GBU4oyX2Jmc179qTexy1MW6ztENM479KC4vLykaRrKsuRqv58AqeM0x7qu8XU12XQ2TcO8KBn6nscffIjNJdhptZK0uvGeHnU6XXKNmKdQsBAEvBhDfBRwenrKrqrQWrNYLG7VGaPw7969e1xcXExUwizLmM/mwovO808cYz8ZyXcgfoLSfRXkZ0rVCUQlsbTEOC1EmTZkRpNZTZ5ZSqsSGqwxiSZRGEVmM7GyMQZjVPo75cMrfeu+jjGgg8FHh/GgdcAo8F7hvKHta6zNefDwVdarDQ8fvMr582dcPn9OP/QiuAqgTc4wePwwEJynag+sVyuKLMcqgwoRhccqzXy2IHhPddiSZTnVQdAP7QN1XRG9Z71acnF1xdB3zBIqQJQ0sXYI2Dzn7OwUFaQgtZkVVDGFJng/UNcHlBIrIR8CUSlsllGUc8rFivVyw2tvvI7NMnbbA8+fPefJk6e89+777Pfig3z3zh2y+QyVKbQRc/DMWGIIdP0gFjWDw/sBpQKZEYFKT8DT0/Y1bVPR1bW4XsSIKgqwFqU1ZX5zc3kfCAEG59kfDuhMU+SK9WpFWVqcy2maDhUizaGaVOY/jmNc/F5W0L749bhpedHq6LiIfvHnYlronPd0ztENAz5IfPrN819eWB8Xui8rjqdW+lGL9/j5o7+pShQCa1O6lgv0fZfy5xWMql9IG5sOrQ2eyC/98r/JbFYmux1H01T0fYNVgW9/U2Kg4+g28gN+5gqmhDA9va8wdR1imisst1HnsbUcE8J+LHwcaRI+hJTSNkax3rhZuBQWIZZYSdgYbtrbUU7kI9f2jwg5/kMd19We/+0f/wP6tk+dN4/Rmjtnd7jcXlHOZigfhFeKx/nA/lDz/uNHVPs93sH6ZMX19Zaqbuh9YJYXPJsvKMs9z56fc6hlE9x2nRRmMTKEANbQ1BXV/kCh1qhcE8Igm3x1U1Aeo0FjOE7ddVwd9hwOlQj3jOGtt97ijVdfxQ0Dh7qi9S2Hastu11BX9eTBLGiSdDWcC3gvnSulSGI6SSKLRBGc6WQcH8XhRClBTIUqJGNsDE+KWt+IQ6PGx0CmcgxGAlMS73iiu4WAcwPGGIp87HxJMURM790FdGYxVnz5Y0jCOphAkC4O2MyKoC8qCLI5U84zqIE8K2iaFolyFgqSNpaY/Jp9EN50IKIMGDMKbMXGTxmxrpMlWCxNlYqShPVjOGKEvh1oq5os3zBf3CFqQ57P0FqlzkKWXJ8sKE3fN7joWKzPCD5QxAA4TMgI3qVus2boWzabzRTMZK24LpVlCVHz/tvvkqs52JxiueTP//m3eP7knO+9/R5BadyuliARLbZ40VpmiwJjFI+fXdIpQ/SWZ1cD2ILQS4DOfJazXp9y7/49XN9xfnmJtRl5KhS10cyXC07unqGyGQFDqBs0QicZ+kDbDtRVI64nZc75+fu0VU21u6LeXdM3DUprbJ5x+ewDFtbTd91kKVhkM8qTu5j5CfPVhtOz+xT5nDwrIQjFqSgKNLBNRalcj9ti4tlshouCtHddR5ZluMHRDT0R2Gw2k8D38vKS9XrNer2+JbarqurGsQuZk0Mvkedt39I8F6eLqqqm4nwEPgDW67XESC8WKKUmj+UYBdFvkhXoxx0/EYVxTHS2GF7kV8oDKkYRcVkjhbA1lJkhnwpjQ641NpPiVxuFNVrU1EYKYGP0pCpXSVmb4LDptymlhewehHOMMoCm8DkuwlC3YDTWZFgtyUaz+Zz1Zp38hmWSratWfDN7aWkprZjPZtgRATEaEKShyHO0VtR1RVF4iOKL64YBYqTIc4p8YFaWuGGgSrYmhEjoBaFbrVcYtSKz+bR4D8kRInl3YDMphDfrE7K8QFsRYcyXK87O7jBbLLBFTl3XPH36hGdPn3NxccV+v6epa8oxeENrjDWT8CJ4T9d1DF4UuH3fE5xjlJVJjKWj61t2uy1VdaDvJYVm5MI655KYI5sQDimivPgcRo/rGvqhZBgKMltQFDnzWcm8aqhVpPsxFsYfh8y+DCl+GYr8g7yu916SxxJPewygOP5dxzSBj3udF78+LmZfpIHc8v7mJradGFPtJwX5i+jSLcFPlvG73/42f/rP/BnK+Ryf2mNukM3a73zzm4TkZXl8lreQ4o8BVpVSE3J7/DmM34+ylnN2enqL+jDylI/f19haH5GXOL7H9CSTijI/fgbjKb2AwI8FeYwfRbtvn2cC3D8GEf9RHFVV81tf+xoupITRpITfbDZUTc16uaQwVqhsKomIes/Q9RRlwasPP8PgAr/37W+z315zdnaG9j3rTPPVL36Wi6trfBAKS58WJqUVs1w6Csv5XOaoZHemlBJf3SMUdrRhGhc3HwJV2wi/3ss8l1nL6WollpHJDq7qGs4vr9jt9tR1PYWEjIi/cx7vPINzqNHHXgWiFhsoGcPJeSW1s+W6iU2oNEvSvTNy+NP9OQwD5WyG8z4luQpoI3HTN7zjUVA0/j2OiWkTGyWd0BtNbq1YicWYHCduePLOe2Im4zM4jw/C91ZRYRRoZeVekJtFHGNCpEsdHk+gaVryPKMwGSiJtR6L4WGQ4l2rGwBAbMpuBzH9qA5x9ymw+RxbrMiK8mhN0lMSm1aawVgB1RRkWjYeznXMygVROXzf0Y2bJQUEJSBMSk8TUbUlBimo6roin+UE55NIP1Ku1qxOTnn69ClKJWpbEIu8zALRsT8c+PDJOSGfsZ6t8Br6VrqdZW7JrSIzkdOzE4rCsN1fE5zMo5lW5Mnt6HSzxBQlzitmuWHwkcFDFwI6BmaZpt7t+d63/hWH63MZf10rGh8v3eoyz4nNns7qG8AxRgiO6FpicMxmkli52yXr2MunbK+es7u65vVXXiHGOPF7R8eJEeHuU9DY6AJkrSVEyTg4tlTbbrcTlWIssruuOwoRcZPlZnQ3mqQss3RNP3UE+76fXvc4YMQ5JyLedE+OlnBFkdN3n1wv/EQUxhCT2lViiOUNJsqEUpjMUBhDWViKTIriMtNkiRaRWeELW6OTF+eYBKO4oRYoUJpRHCS/dbyp09+pNYoyaCV8xWg9eRZxQTHzkcaJL55SkaLMCXE+We80yb5E6R0uQtSajIIFM5aLhRDBnUcpQWG0iuSFIK59Hxj6AYUWVTHSlmm7niyzbFYrcXZIN3GMXopba1kuZyJOKUqsMfS9CN2M1hRZLkEn0TObzzk9OyPLxW4my3OKcsZ8saCuW87PL3j0+DHvvP2utEzqlqquCWFgsbpHXpQobVDKYKyo9PswMHhP1w/0Q4/3DqNkkfCDGKR3bcPQNbihIyYeW5ZlKC1IiFJgDZRFMYVihBBw2YAbDM47VIjSih3EWN1ay6zIxevTGswPKAL5tI+PWxduLRgfU9S9WDx/3GuMnKm+F7sp2Rl/FFl+2Wt90uu/rCg7fv6EhMMUeCDiJEHcxELv2KHho3+IkXfefZcuIYZ9mqS6ruPi4oJ33nnn9u99ocg+5md+3Gf0IiI7WapFmT8+89nP3Hru+N5jvKFTvMy+J/WpZALW5tbPftJnKw+/nD7xwtnfet6P+uiHnmfPnuFR4oiQ7s1DU/Hw4UMevnKfRS6LVJ+8XmOM3Lt3F20M5XzF9959j+urc66eP4cwcHay4fLOCfcf/AIKQWgjUiTYLJf0zyQ8Xm82lPMZyt44txyL30ZUVeZbsTscBkfb9egoqKjznpP1mjIviCEwJFBgu5UgpGEYhDowzpup0+K9wwdBCqMPcq2TjsuHmBZVmesIkpw2WoMqFRK4EqfAAoXMeUKJkG4dqVANSMocKtwam+MRo7yOjkJNUFphR6GxtWg7dketdIpSlTt2SnQSroLwQ2MKbImMPv3SfZ02fCGdpw9SCOoRyj6i+ChAK2L8aEJY8BJUYlLX5Ud9KKXJshUxL8iyQlwUMiPe+joDIlpbilJjnBOU1BqskQAxpSXkIgQYYscYh65CxNhMBF65RMQXRTk5IFmTsVytadqOgKGpNE+enVPOFmRlKXOIgrldUGaaRbkiRvH53VfC3c9mHj8onHdkRU5Z5NxZz7mzKSkyKO7dI3vlPoRAfagIwZNZS1nOOblzhztnG5TRdJ2nNIrtrqKpDlSHisP+wO76mqvLCx5/55sMQ0+ekkpjhNGXwMUea9K4PRKG+6FjaPfo2YoQFV3vefLskjwLuLaTjn665NakaHLFLTDrOEzKOYc2kkqZZQIixiCWpX3fS4qtMUKlSIBL1/Vs1ics5guenz9P4/Hofkn3yDwJ3kca5tgNGjnh4z02DINoKNJ8UhSSIfH9tnM/EYWxoBWCDBJDUqkrLJosU8wyQ5lnzHNLmRkKo8mNSiI6m5wPkkl5andpo0GP5uvjb9K3xT3x+AwSezmKHEGRITQOhbYR6xVlAY2rcX6Q5LWp4BabnvnCEjFkRU85k8COLMuIYZCo5rJER+iGhr5vsUZaNVVVJaW9JyTlZF6Ii0bX92RWY3TBfLE4ijgVGzilFOVsxnw+JytnzIocoyEGh4piNeW8p+17Ts7OyItC0ApryfICjOZ6v2e3PfDuex/w3rvv8f5777Hf75PyP5KXlmImsaPGJkSBFP2rhHo3OIciivhPKcLgcG5g6Fr6tsUPYh8nwsgcMo02GUpFtIH5vGC1XEwqUlkcLYO5EeIMg1jpFXnyNTWaPMsoMptihX8cx0cR4I8UrC+5DV9GmXjxcUgcxrSo101D13cyyXG7OPt+Rfb3fRcvQ13T92xCpyI3qn1jZAEZXIpEVket5nQaWmvxA3ee/X6PD5EYFF03UNcVjx89Yrfd3vB1X3IeLxbGn8TFPv7+VFhby5e+9GWhPiTkcUztgxuUfUQnR0RxPEJMaPHYNhx/B7JAy8/6j5zLNI+/UAAdneXRq/14Dmsz7jx4MHUiYojJa3TOWz/zM7zx+kNmNiMqQ13VQp1B0FU3RN5+8ognzx7Tuw4ffZqbWtph4PTuHe6fnfDh+TlGZeRJJDRGvhtjWCyXzBeLCcUfk636FOU6fl790CcefRKAeiliqqahaxpOVtI29c5Nnbvt9RVNnQSdJiX5RRFjeh/ESiuFyjjnQYdpdfDJw96oAmtVSvJkckkBhQqSxBeUEkGb1hBk3VLK3vLFRQkTY9RQjO9fin/xsddZjkrhC9oYSUdN4zjLMqxRZCkoaAi3UyKtMaiErBEjIVqhGWlxubBG49RNxLnw4dP4jdJZ1bO5IOQxQohoa0SI6R2ZtRNiPnKV3eBQ/W17ux/VoXXGrFzgke6lUCgzMpuT21ySa41G2QxtvaS0GUNUgTAMZHkh42AIOJ9ohcYSg6coZ5ycntDVB3I82li5Jtpi84LN5pQPPvyQoevwLqLtXhDbriMkV6uiyLl3cgJ4Lq7PZc7uIqpS5C5yfb1jPiv4qbPXeXDvjHtnK1bzHK3AhyWZNayXKw6HHUrBbD6jnM3JbYHOLf3Q0+z3HPYHHj9+zMX5BbvdjqurKz58/4NJc5QZO6H8Qkc96k4ciZRB5nYXPHroyF3HfnvFxuQ8Ob/g7umCV+/d55V7X2YYWv7h//kPBX3XStbfvJBit+smxNc7JxsYa2mGQboqKSFX3Cg8m+WSrm2lm5TG0eAGvA+U5Ywh2bRJOvHY2YxEr1iul1Og2MghHu+J8Wut9Q1qnVnyXGxmo3OURfGJY+wnojAmRnSIU1qWNZAbRWENpTUUmfgPl5mlMAZrJIJT+MJiB+bjTWGsdUoiOmoDg7Ajbv3aF08DRUC8eUNCA4KGaDUxeLSy2F7CP4LzU7KX99KSy6xYwqBgtVpNnqdte2C5XArC4Hxq5TmC98zn86Sg3EOaGEfvyLZtxe+vqgHNbDajrms2mw3OeepDRWYz4d9lGeVyhSkKFvMSqxXeDfjBJW/hnG21p+z7iWNdNzUueLa7PX3n2F5f09T1pN4f23lay2589OqNURC2vu/p2pahbeVGKWdE7+jblqFvcL5HmYixklDVdT1D7yWS0maYzKYbv+TkbMN6tRSxwbhAplSbkW7hnMN7Lz7PSahjM0Ne5GTZj28ov4j+vkzg9gd5TaUk/92FSNv3wuP2NzSF8Th2n3iRJnF8Ti8WmS873+PXHKkUJstTgd4LNyz5cGdZTtv2+CgdFKUgRLFNFG5uapldXvL1f/01DlXNZz7zOe7dv0d12PLOd3+fwhp8uD1ZHxfF46ZoPNdjXtuL7/f4fY/vVynFl770JbQ20311Q5OIU8tuROSPbeBilDY4tkDrsaC+CYEg3KDa6WRuFfOTjd7RuR5TVj4JCf9RHHfOzviLf+EvSJeq626Z8Ds38O1vfAttDdpa+r5L7UihOWAMu8MBHSPaWHSeMXhpGVdVxdMnF/zUa69xfn1FbjNOTk4pi9nU8g4+sJjNyJTQBADQmsxmCWHWUwy4AKRie2Ut5EbzbLvj/NkzdNvR7g+JWuG52l5zaGr2dcuuapLlmwQsRG7oCsehAiD2ZBLRnDaD6ZzG5L3AyC9O3TAnHTuP0N7yvJAI33Q5j+ctNGg9EIPYwgUt40LavR5rDW7wZLnHZFKwBu9BKYyK4O1UkGsFmU6pdihMlmHDiIYHdBR3pdE20mtNpg0qL3Ax4JOby0hTHLokQLUGm96f0A8Vnfe4Nvksa4ULw6QpmCgc4Uc/fhXiMzwCYzohwkVRIB7RnnI2o0/jx2iDxyRKSEb0Ea2F810WM5zS4qCTFxirOL1zj2f9QNMciH2LNpb5PGe+WrM5vYML8N6HTxn6jq4fQDV0TQVxoCjWKCxndzZcXV8QXI/rW2LUaBM4HPbsd1v+0l/89/n8Z15nNi8oCntDMVCeru9Yb5as14tEX5Qx2feB82fnVIeKr/3m1/nwg/d5//33aRvh8eZ5fotKMMaoA/jRSjId49zjvUSU2/Q5hhBoLp5zrn6X5XrBYafp6y02DJwtFxgVJRI+Rk7XG+pDzWG/F3AEoRU5rdlut1RVleYSx2VdE4H1ajXNjcPhwHy9ns5ROjmBZ8+eYYyh6RpOT0/Jsoy6qnFuYD5fYHV+U+ArNfGVR7Fe3/cURUHbtpRlyenpqVjz7fdsr6+ZJxHrJx0/EYWxVrDIM2bWkmc6FcWQG4PRkSIVxNmIDKqbP8aKAthw+/syBI52RRGI/nYxPPEk5QhRimmIKJ0WVyxWRwrjUYNjzRIVPFfV1XTxvTJsNht21YFHTx4z9D2nJ6ecnK6pqgMzW6J0oKlr2qrGuT5FnCpJ1+t71ssTDofDxNWRpC2Fi2JkfXW157e/+S3efPNN8jynPxwYYuSw3U4DY312h+AFnVvMS5arJUPXgoHeOar9nnboyfNC/BCDR2Go9jXf+MY3qKqK3VaMr09OTqQ1lWX89Fe+yGy2FKV67+iT6Cs4x9BJoW0S1/uwr+j6isEPYvtiFSZLXrpReODCS/W43mPyjMVqyemdMxYpQhmY2iB1XbPfQ1U58IEwOILN0LnQORYx0A8rur75oxmcP8BxXKgeF0XHRfEPiuweP28s1Iah5/r6Gh9vc4nH5x+jUC/+HmllS+s1JM7giCyhxoX8pnA7/vmxnV2WpXQpEqUDdeOGoo3CezXZxhHDNLZJ6NJ2u+Vv/e2/xTB4Pv9TX+CXf+mXODvd8Ju/8Ru4YZie+yJXedz1vzihv4gkH3/GL6LdxhgePnwoaZGp2BFUOIFjiV/c9/2EOozXT/6oow1hZOgH8edW3cqKrAAAIABJREFU6pYgCb5/e24872OXlh/ncX55wd/9+3+PshC/02EYCNGzWCwwxrBPJvh930/F6uhc27aNiOEIfOELXxAecd+jteFyt+f/+Ef/Nz/31lssi5LFZsNyucKHQDsMdAz4puXB3TPy3EKAtmqkuEM8unVa6EeAIISAsmLfOXQdTV3x/nvv8cuf/xJvffVNqr7jw6dPuNpe03QdF9dbmnagsFY6VxKTSYge54ep8zG4wNB1IrJLHUOlZLMT+oEueHSWUdpCYr+Dx7mB6BUOCSnygydg8LkYk8TUkQtBQsJzZeR3RIUxOcZaHLIZk2Im4qMiKyx5bmUtixJPHJUias3gIMQBrRKFQoawzKFGqBZRK/EXdkK5y6xFEwluEI6yNynBLmIMmDzShpbW9WiEskaUrkGeF+TGME+iqKZxBLx0NaPQDGd58RHk8UdzaFyEUlsR11uDyW4K5FgUhBApsgyrNU4bNAo39BAi2SynaSrQhjgI1aJciEPC9uo53/vu98R1w+R4P5BnGYvFiiKfY3TO1dWet/7Yz/Du2x9g7JLr6yvOnz9CxYA2woGdzzKeXxmatsO5HmMz+rri6skHdL3n0fvv89rDh2RFhnEeaxXlPCfLZ+x3Mvd1fQdKqJt1VfPeO4/4p//P/8v5+XPquqGuWpRSk2C965L7hFK43oESG0KSlifEyBAEwOtjxCJIsg9ONjwxIwZwoaWqrrl8/oyiajA6Ul8+4+LJ+7z+ygP+8n/8n/Av/tW/5MH9h3zzt347bXRlnq+SzdqT6wu5x5oeH+Wedv1A19eoGAVQi4o/92u/xp/79V/j7t37eB/IM0FyfQjEoNjvbsR11uYQFVV1wJgNXdvjg+fOnTPquqau61tr4AisVVXF0PcE75kl7nh3JNR72fETURhbo3nlbE6hR8Gc5L4XVk+0ipHUrrUGbeTP8cIy/vsl1M4bzpS+zYmaCgM5NEpsr0bkB1G++ygOC7mxmBi57M+5uLjg6uqKvu+pqor91YLdbkfTtGxOTicC+d279yAO7K4ucV3L3bMTmqZhnzz22raVBcnLeTZNgzGG2XzGfDFHBRHjLRYLDk3DxcXFtLPr+57tYS+IQIx865vf5PXXX+fkdM2hqjgc9szKgmEY2O12bLdbjFKsNxuK+YymaXnn3fdxQ5g4OxeXVzjniVqRz0rO7t7FaMNqtcZF6PuBqmuFP4SarPGs1VS7LaEfmOclqiwQ54wO39Qs5gsIhqEL9F7QJ20183yBzcS9YrT7Om4hzmazW7vb8ftFIvKPLcn990my+aM6sizjjTfemBDWcWM2jr3xOkmhOzD0A8PQ03ejeKhPPzuK3fSEYnZJfPDs+XkS7twcY3E8m814/fXXWS6XfPGLX6Tte56fn8u1fH7F9fU1z84fS9s3pvj0RMRQpP8pM1lPvcjVNcYKXxIo8jLdPmoqHMui5HDYExWT7c8xlSKGwHe/8x3QGmMtl5cXGKv4mTffpKoO09Z11AGMTAalbtNJxtc7RrKPC1k42nSkblEIgSEGTjYbyrygyApR7Uc1UioTEh4mxPGmZSzv09iMwmaTQr3Mc3wKcQjjyU7ZJ8JhTHX39Bm/iMwfc+KObbx+1IdzjqdPn1KWM0HVvCdEz/X19SS4aprmaOMh4ltJI0wBE8kHOUZJsNJa8/zynPOnT3nry1/mM5/9HLPlgqvtjn3T0HbiY56XBd95+x3WqyV3Ts7IyxKcaAiUNURj6Jp2EvdorcnLAq00u6srvv2tb3H14fu89m//OlmR8953v8PTi3OUMYmTWRDZU7Ud+0YS73zit48c92EYUmHn6dp+8sQeLbKiQtwIAOc6+j5tdlH0vafQQpUwRlHXB3InRW+MEZzHG0dQ4JPoOi804HDOoL3YUSmlhD6moDAZmZLWsUmdM4MG71GJuxmU2KmNc994Hcc5I8aAMhGtQaWhlSUbw4jD5CmWw0didFgL2ntya1BWkPzRBQRgkaguy2XJofUEUgqbkvf5w9pkfiqHUthZibYSMIXSKAxEg8ISo0LrDBEOdkRlMbnCU9G3HXOt0VGS2Lz3SYwYMCHwCz//i3z9a/+S3rXp2mTEEKkODbN5z/XuEa++8Rneff8RTec4WeaUywX5YUkcBor5kmy24HzbcbU70Hc99WFH1xjWm5Ws9wGePXtGXdfkpXQ7YzQErwg+slxsaJqG3W5PdWj4nd/5HX7vd3+Py4trdtsD+/2eMnGax3EwdlnHFDgl6IV0HlI3zo7rUkyx5saIL7dSgsDnM7JyToiRuvccLj/k6Yc96/UpzWKOHzoybfjH/+jv8d/9j/8Tf+U//0/56//NX+fLX/kqzjmqusbmEgmtvONv/s2/yV/6D/4jZsslI1Wu6wdsPhPHla7in/6zfyadOeeIUTbnSsm6enJyMlm5AVNXz2aW58+fY4xhu73m9PSE5XJ5E+mt1GT5ZoyhrmvKPEdnGU2KjS/+/0ClyIzm/mqGVTdFsNIioFPpj6RZJd9EZYBxZzAWxGnxmZYkEJ/jI2TmFg9Vli1183Ri+np81vjqJop5nFYKbwzLxYK7d++ilOL8/IIwDJw/eYJSmiLPya1FxYDrWnZ1TWZhd31NcI7zrmMYnPgCJpStzHOud5LXPp/PaZqWi4tLrrfXkqYUImd37jN4T54X7HZbrq+vaVpJNrO5oUrCv29847fZbFasNxtmsxJFkIFRFLRtQ/Ce3X4vSXLWkmcW4oDziqIsefX11+kTUriYz5kt5pycnAhX2kd88gTVWnxjcyublcNui46RxXxOZg1Ez9C1DIMY5rdNT121xGQIbjNLOS9YLOdk1qabVf4L/kaAOSpTpfUZxc0ixqQNEVGUNZayKPlxHCOym2WZjJm0eRuRf6UU66SSloJPCfcLSS1crhZYm6HUTYyzc45Hjx7xr7/+dT788MNbVAkQ3vi9e/f4+Z//eX79139d+OVFIbQHm6H0/8fcm/3olp3nfb817Okbajx1xp6btJpNkezmIFIiRcMkbZm+kRwYSRAgMIwEBnwTIP9BLgIEMQzkMoHvcmc4ciALSGQ7MOxQiEbLnJqTRLLZp7vPVKemb9jjGnLxrr2rTneToiSa5AYap6vqm7+1137f530GLULFznF+fs6//jf/N7//+79H1yTO5Thm9ZfCGu/dE3+DsVAWjrNSgnY5f9nAFEUxCQOJSHF9xRv4qqAtxEgWAl1dsz4/Z312dlnoX6UjyK3fEwmGJ72Ir1JYrhbHE9obI6TN9Oz0bPKIbbtOit+Erhg30HQd/ZXUN3lcQ1bk2CeS8sZ9IT0/pAuzjCuV1gk1f/fY8p3OH+NU5Gd1hCBTrO1mS5blye850A8DXdtRFLk0yTEkYZGaCnmFhHGcn54ym81o21aQxqKg2W6pbMbOzpK6a9hsat6+f5/zzRpjLfM852K1oixKrLF0zQMO9/cpKxFSDSGw2W5lP1nMJRCo7+najq5ueOuNN/jGl/+Em9cOeOVjr/Dm22+iteZw/4Bu6Dm9uODRo8d456SJT0joGB4yTiIUik29oTAGP0RQElmvlFDzAtB3HUZpBieNvEmBQkWRy+MCkYCywo9su5boA0WRi54jRmKWgdZ4B96LpiIvL+3aQihkGqo0GglVCUEcOLJCHIg0QqGISgI9xjU+Us/GvUYaO58oL1JEqDExUucyoXQOCFirUdpQxgxrNTFqlLWpUJHzZrVasdlsePHFFyizXHpKbWBsXn8GgLFSUFQVVpuUmGnQUeOGQJab1PwneqWxRCVhLTdv3uH09JSzk3vy2ShNtaiIWq4ji3LGt771beq6pqgyirIQWgniTd10A4vlHiFo1tuWLCtZ7u3RDQPaZOzuH6FtQdsPXDQDUVlEuQTBBepNDUqRW8PO7i5d33N6doEL82ny13Ueow3r1Zbf/pf/F/fefkjbtIk73yd6mmJISPdIA5PP5UnaXpYJx3jcC0eAwWihhgalUUqixPOqpJgtmO/sEa1ls2nA5Ay+5+LijAjcuP00z7/8S/yjj30aqPAorM2oNxsgUlqD0YZcaVZNy/PPPU/vBlTXUVQlRZ6LuNEYHj68z97+HsfHxzz/4ovs7u4wDJ6+H7D20jN+vPZbYy6nkpAcUUjJeGuuXTtkNptxenqKUmqifuYp1MY7J+dTKrgvEjD5w46fi8LYaMWssJdoIcjqN1e4e0hnKGfiDzEWFzDs8n/eQZW4hJAvfzVaucgP6gkQWv6ejNiVcJTzTFAjBdR1g9EWYzJsJhftg719Dq8dMp/NiM5xuj7FzKVo02m8Bim5L4i6Xxa7oDV1XSdz6wofPcYWNK2Q2tumEY6a9ynVrwQlHpQXJytWF+fs7e3hfWToHVr3BO/Ispx6W7PdbAiiuiAfBpY7S/b2drn39n0G13N8coZPFjHF7i7LxYL5fE6euqsJyTUj1y7QtwND35LnluVsSVXkKAVNU9PUnrbvcE6CWJzztF2NySyz+YLFzpzFYkGWFrC1GufEL9EnJbhzYgfnnEdFD0WOMYgKOc/JjBTS9Z+z0P9THSF4Vil5CyT2UiWe08hplaLSXCLCKPL082a7FuFIGgUabej6jgcPHnBycnJpV5MKqtlsxgsvvMBnP/tZPvWpT00NWtAKbQyZzbEmmxDPpmmoqpJf+Gsf4N/869/h7t03JlcJa3NCuAwneCffddycRmHjyKcdm4CRx1ZVFc61hMFP05kR3b/6mMJJDKwvLnjw4P6kKRjZXjFxH0dR29XCd3KZeAef+mrxPNEsjBGqg/fiwRoj263QlCLptcmdhEvZdRPqNiqbpYmRIAE9hjCM7yUV1UKXkdG5Hy3cfgiC9l6c6Pfys/5pH13fc3Z6ynKxZLGYExEhUdd2bFYXZIm32DSNpHFZS1lVdG0rDVjb0Wy2RHXp5ey7nv1bt5jPC6ptwet/+rpc3LShbzvOmxZjDEOIPE6KdaVgGZZTTOzJ48cYrZnN5yyTgf/q4oI3Xn+dr37lT7g4OeaFZ59mluU8e+cWbz045uT8nLbvUMqQZyWbZiXNTxDDf3ENaqdme/SH7XqZ3ATvcYOhqLzY5PiIQ1BalBKfdiUUhxB6jBWRXe+ebG60VrjoiX0rwr7WoPOMYC1ZnqONSciYkj2cSJaJ5sKnMa9N6XO9G6jyDAwMfoDEOZXoeD0FI4zryGoL2ghVI3pJzouJdhS8+PybbGpou1amQX03iA9/mvgYo6c00lu3bk7x8nJuivOF8/6KgP2neKRpLqObhFXYPBPaiRHxozEZvu+RsB+DUrKuo9Jcu3aTvm/pmi3lrCKk6cdqvWK1XlNWcwbXkmXittC1A/3QUswWGKt56949ymLJ9es36DuH0Rk3bt6iLEqCi3ilcH2HsSKk9CisMpTlnG1eEkPH2XpFM/REpWhqg9WaorDYTGP0wJd+90s8fHjM+fmFuIcgotFhcGgjAUs+KUJ1onkJ9U0+Im2kZipKm+xbnYhWUzOvQbjLOgnoQ8QNjs16hcktO8t9UJqm3pJnmiK7ToyG1/7s+7zysVcJ1Zy8XGJ0jtKW9foCHzw3btzEec9yscQkof18NmNwjtXFKn19muXunkzoUvBO29REhIbSNOIlLe9Zmth6u2W72YhgdzZjtbpgsVjQtR1mZliv1sKVtpaqqjg/P5fwkL7HpIAnla5zm+2WqvzRQNrPRWEsUL6ZKAwxzXijGueyChUNErk5jtp579p4vPCkwuC9LlNXBsnvUTerd9zu6mPLhlGWhcD8/cD9ew+YzeeEsObw8JD9/X2qskwWbD3WJHueJOoJIQhy1Q9PXOi7rkUpMY7vug6UKCmttaB62dSbFqONxCX3PT7lvRtjaBJicykuiii0hHjkOWEQ6xmb2+l9DYNjWK8ASZaZzToym3FwcDhln1dVhTFG7NicjNl0RLqwdNExKBbVjEVVoWKk7Ruauk50ji3r9YbVufx/WUkYyWK5mFw75Pu/9NpUWslFyQ103UBMPOv5rKSqCmazGXmeJd5nwKbEnJ/FESMT0lgUwt12SbzonEelYBmGJ9emQZxTtvXmStEsTVLbdjw+eUzTdozkB5T4y370ox/lM7/6q/y1X/gFnrpzh9FyMMtLseDLMqwZk6xEVJXnOfv7+3Rdy+/93u/xxg/ekNemxMpJGyMelmlEPvF0jREnCS8oRmbNxMsd0U5JoZpxcV4z2erEJwNF5OXL+xiGgePHjzk6usav//qvs91ueXx8zHot8b1N0yRjfhGnjghZhEnsOtIQRrGH2MYxUSiUUtixyTYGhWa92Uyc1av9cVCI96sXx4P0aokjJzXI56OUjFtD4sFy5f3J3pSK8zCGEckTCLXico6leG+x48/kCJF2tWZzdk4cBvqmxgeZBonzTZ8mHQo3iDeu73r6pp0uWPiA15oQAz54CJF5WXLj8BooaJsemxlUi/BfE7c3BEluGxIPUFuNi2EKEIgxYpMVU9PUNF3NMAht7dGjh8QY+eQnP4kfBs7qLW89fsSmrunajrOLC7ZtK0E4/jJiely3IQZcGJJdm06TA4/SEvIxuI48qxD+uEw7ximWMRofI867ZDEqwvEuealaK4ilHwZCanyMEZeeIa2DAGQZkx2dvCbPMHQ0bSD6TBAyY8izDNN3qDQijyGJ8pKIbkQLr9oTaiV0j3FqcZnwKF/7VW7+WFSP51BM0dc+iXxlgtlM+xNaSUy0LOT3vAb/pz6m/Sle0s8iAkgoJX7LShmxW42a4JxoU0JA6QxQuOgYnEcPg6TgKghhwBoSFzyjHzwm00Rt0Uq+1/V6DdriPNR1TYgGhaEq5+LSE3uxDGw7vBPLPmUMOssoZgv2/dP0wzkP751z9rjm1s0ZRE0/yPmkreH85JSTk3NWFyu2my3AJVKqhTYSYqAo9PTdXhUbX9VgjFoXmwr0cdLgnWdgkLRLrTFpTfR9x7BZsV23FPMFN25cpx86LtYrwt0fcIPA6fFTLBcz/v4/+Ecs9g4By87OPiG6KZH1YH+fnZ0d2UeGQVywskTpicIhtkQuTk4F8Etr1qUm0zlH27ZTol5ZlsRk89g0zZWpmxTaUg/5KdRDAB1N37TYPKPIsokPX7ftE9PS9zp+LgpjkMVzeZJdQXEVqStNiEsUtOvdZ+Sff7GZCt3pyhif/Bd15cc43evKq8IqEQMuFwsGH9jULXWzZbmzZP9gj1lVYbSi61sh+MfI0HXEZCAeR86PShtu8HR9z9B3xCDG6WM2ujJqGv31vaMocrnIKLEUarueuq6JMdI2DUWeTcjBqMZWCuz+PkU1o1os0UYzDL0g0F3PMPRkecnO7h5lOSdGOLx2jcViIXwlY9IFRsapzg2SIuU9mkhmDVU1YzGboZUglNvthu16w3a9Zb3asLpYs16vyTPL9aMjrh0dUpRVWqgywjRmTH4yqUEA7QLWRrLMslzM2N3ZJc/tFXsn8eKMMaD1j1aZ/qc6xoJtrOrHzUhrzd7+AcViQQye+/fvpQIz8b+ix8fAaBM6FlmD92zrmtV6PaGQIBvjK6+8wuc//3leefVVFsslZVnh0nioyCryohBfx1Rom0RnyHPp2t2v/nXqumWzqSd+vFKJo6ZGvuDo1TqiQ2PCXvJPjZeFnUt2OqTPQMWYCkr1rg16fI8xRjabDc57fvmXfxljDMfHx2w2GzabzRQSMxYyU+GQ/r3Kp7uKZLZtS9M0NE0z8UebpqF38gHXXUdRVaCFo6kUE5o8omeX3OLxu5UfbOJ3j0jjeJtLyok0oWP1Gy8/xVRcqUQSIqV6/nwcMUas0uwnoa2xsvcUhcSldr3w9GJ4h/fuuH8FCQQxRlIZQwioCFVRkFUVpyfnnJ9dTM49InB0cmH0Mk3KjJWLtk/fZQrsyLKMvBBOsRu6CaF33qEQdfvHP/5xBuc4vbigd46u77lYrzg9PxNf+ESdkbXip71xurRohR+8FOyIEBlFSvoLKC7fd0yuSalSRhEnWs/gHYOTKHKtZP1H1ITkqeiIRrjoESuIp76cTkqRJyLbNg74wYjrixV+fwS80gIeJR2D1gZrZHITp/cla3vyk1URug7FFVEuceLRAxNCDyRetSKqSEiC9qZrafueqiwnvirJus5ozc9qOY90S5WmyPIdpXNSOiu5hiiNj5KgCkrWk5dI7EBk6Ht8SFkCCWQauoGsEJqCNMCWPBOP/d7DfLFL3XQpPU3E5CaBGm4YGIZOvst2AwqyLDlo2IydgwXrlcZ7y3YrEwWfeN0hWrq25+z0gtOTU6FLTEAXyRHEEIhoZUHC3IXuRESbSw2GTRSbPNUEDife1anBJ0IMI6yiJtoiOolwjedwf4/bN2/h3UDbdkSv6Ldr7r/1JoeH1/j4xz+FteIHXtiMOETe+sH3+O73v8veYsndN+/y3W9/B1sIbVOh0vkrEdO5sXznT/8MT+Tgtde4dnTEB156mdnODi7pL8bCfqIqpmvK3t5eAhySs5AXe9hRbCchK2G6jplUy8QUr+zdj6aw/XwUxopL2gSXFw8FArlcveIgrJ0ROR6P+GPNdMaY6ct/0gp58mZXCuN3Uqg0gVxDZmWkPFssGILj2sEB1hqCG4hK4fqBvu+I3ok/5VhUuGShYg3RxSTO6uT23YDWVpASa+jajn4IDM7TNC3zxWJygBgtddwwsNls5MTy+RSh2jQNbdehjKaoJLN8ubdHRDrddgj4OIDOqGYL9vYOmc8HmlbENpNV0jDQpm7WufSenBfboMxQVQXL5YzMiB/zar2mTobj203NZl3TNANFmXH79i1u3rwpMY1aOGAxBuGoqPFkB6Ol67cml3HqrGBnMWO5WKJTYeTTCCYMAzGGJ4rIn+Yxoi5XxVRVJSr/w6Mjrt+5TdN21F3PdnUByf9UpersKu19vFiFECYe7Lgx3rp1i89+9rN89KMfZX9/X2yarCXXRlB9lVGU5TQ1EL6ypkyofFkU5EXByckJDx8+5Mtf/rJMNOzlZ0660EW4LJKVQqXbCAXhSSR4RO3zLMMjReD4uVz9bK6+lxCCjOo3m0k4CO+20LoquBy5dOOEZUQd21YEWpvNhvPz88kpZrvdcn5+zlka3/XeEY1wND0Rk2zCnHOCKIVLa7XL5080qoTEDMMg9Kcrt3nnfX7YGlHqCm3iCqIuKM9fZMX95A6tNdeuH01CVrSW/SLLqPISF72Y8CuJSB6LRKXVhMSOSJVP350ZmymjeevN+5yen+OI0vCk9CqtpJkKCRWeVxVKw9B2ONUxZJkUIUkwJt9BhkvNeZnJ1OnO00/TdC2Zybh5eECuNX3bMp9VVEUQF5W+nygrIUiSpgh9wGhLUAPBeQbvMRbhEEclUczxEmEbpa9RzCtQUU0octvW0gzjiUFAG22z6cIctbhU2NyQVxKqlBvhdk5iKQXeDXQuELTGWI+3ll5FyDKGmDQIWRKcRSiL2TiCwGqZuoUQ6V3PMDhymzEwkNnUAI6WdWkKdXXdeu9xigRQKZQ1hAHWdU1VVeRZPlkxRqQINdpMRflP81BKodX4uSURvkrUJi0Tq+AkOVYomIag5DPTWjF48azO8hw/9Pi+x8dAPzi0MmgtzbQ1ohWyGhHvFiW5yvFkGG3Z1DV934pnL6SmPeJDh6enG2qMUhMlI8aIWeSodkZVVjRDx7puMJnC2ALvFE3fc3pyxsnpCdZkFMWYtKlS0xbBarQtZI9Ov/Phck8ZRWejDqTvJZzHWIM1JW5wDMal6YJNlJxIiP2EwM8XC/YPDiiKgjJZrHVdT9M5CAFtctqup8DgBkffO84fH/PVP/ky947vEQfPZrMhy0rqvhbKjzYycfEhNWdw7/4DmrahLAuOjq6jgubTf+Ov07mBeTljs9mkPUfApxBkqpRlGavV6jKNkUtB6mazmd53VuSYRAebotuDgFI/6vj5KIzH4yqCO16hiU/+jfHiK/zEaT5ECvL4odenCFFCKCZE+Alk+AoGPVER3uslBklpywyZijTb9YRk9X3PtuuSV3EA5+nbBmNzRpGWUjJG6LqWpmmFj+acjKuU2AF5p+j6jtYN2KwgKs3F+QV935MnwdOICo6FQ9dJ9nffC4osf5coauccq9UKYy2L3R1MLoW3sobMWGY7S7wCryDLC2KI9J1srlpLmEfTdnJxG3oyFGWZM69KyjzHoKjrmtPTUzabDdvVJiGAW/reUZYznn7mDjdv3piU63Iye0IqjH30E/HFGEVZ5eS2YFZWVEVGkVuyrMAjY02JcoXe9JPA4GdxjL7OY2Twzs4OB/v7dH3Ppm04QoG2fPyXfpk3X/8uD95+S+KHR4Q2ykg5JsRZpQtxnzh9IKjOF77wBV5++WWx0StL6YC1xuaF2OolbvGIGAjyPhZlUjDbLOOVV17hwYMHfPOb36RtRXntvcOM55Ey4kurIAYpRq9fv05TNwyDB6UvuaQ+sLe/T993eN/jh4HRVQOk6Blj0MdjHGE9fPiQ3/zNf8HNmzeYlZXYLY38txFpJlEl7KUCPk+iivFCc3BwgFKKvb09dnZ2pOhBULT1ZsODR8epkRIfbZ1cVLQxWJvJxCFx2cUV47IAFEpFFKrJ+PqDCA2v7g0TGjcWGgogTojG1b1kpMVcHQX+rFC3oih49plnLot/K+Po0lgWWc5suUBrTVVmlGVO7wa2dUOIsKqF7tKlBm7oe6Lz5Kkx9F3PerMiJG/hzg0pCEYTfJgCPoauo+8N0buJHqOMZrVaY/OMnWo2JVlJ8qPsc/u7u4IYliVHR9foXMvuzpw7t26waRoeHJ8we/CI84sNjx4dT8ixS6BBZix5nuGUYnADLgiVQqcQEOddujiOtodB5pRCscU7h0YTvMM3W+EER4tH1nCGonOBoiyoZjuU1ZxqkVPOKvKsQitxzpBGb7QnTCFXWhORvb2YWZq+xaXCQnkLabo2pNS6Ihd3AZsblIqYRAVQ0ZIVmhg2ZGxYAAAgAElEQVRUQg0jWkkanlaKNtkUjg1a37ZEpdJeZlBOsb+/nwJOQkLwHMLmkHCQn8XSVWgpjFUU5F1rohHt0TjlcSnxzienGZ1l4jyhFIOX125NQehFI4NWzKoZrm9Y7h6wrVfMZwvavhbruqJi2/bMqhmk4lM89buUcQDOC31lCC2GgcyAwhKitBNDCKjgyauKoBSbTc/5pqMsM8pc0WnRLjx8+FAs+GxG30kyn0lJc0PTYpcLVFmxLOe4zZbaaLq+T3aHyR975ObWjdATFFSLGfPFAb2PycUpMLQ9QwCjIibxsL2L5HrFG9/4Fo+WS7KimNDYZ599jl/8hfdjdGR9saXJLMPQMist9x+c8OWvf5P/6Z/8j6zXG968e5dXXv0Yq3qNdwNlIU5dF+drdnZ26TYb/ud//I/5tb/9N3n5gx/kP/7Hr/DP/8Vv8rlf+5t45DUWRTFNPbXWNHU9ZRw45ybXKpmW2jRtjpMYeKRqNnVD3dRoLU5aXdf+yDX2c1sYj6y8q+yK8ZhOx+hh5IpY864LFpgrV50ReYbL2I93Ij3pYjWiR7zz8WSBawWFUWQGvGsolCh/txfnGKQjGXnAI+o6cidnsxnBR9p2oO9kFFJvayKBTbO5jERO3W4YBh6fXTAv5ygPVtlUzwtCU5al2L7kOShLXs4FucOjtWV9seLs/JxqNiOrymkkUSVFuPeBWVnKJpxlOEYHCDUVWgwe17ToEMjQZEZRFQXL+YwsM7Rdw8nxKQ8fPOLk5JSTk1OapqEsS27fvs3t27fZ29uROMYrqGGIMhaKRnh/eIMmUuSWsiooq5IiL8m0Jk9JUONI1jmHjkz2LT8j0C2hbtc5PDwUfm/aMC82D/nAL35IiobQYaLnueeepywr7r7+A+p6Q4gyrhQBqPBa265ju63x4RI1ffHFF/nEJz7BjZs3sXkuDaHRwl+2whM2FrQJgvCNJvxa1nxeWLJc+I/PPPMMr776Kl/96lf5gz/8A4Z+QGszIfFHR0fs7u0mEabQBP7ef/Gf87WvfY0H9x8xDG4ajT98+JCDwxvUzZYmiZrGYIHRzqwbBoosYxSHjGj/Zrvlu9/9Lg8e3OedJJjxnJx4jTDxh0fHj9HQfuSgZek5pBiVseZms+F7d9/gwx99lUU1p9kIgmMoGaJicJ7tdkv0hu26oZhlT9hPaS3iGWOvCINHf1ovYQpXOf3T6w+pIFZM6Jwiokaaxfg6f8a0Cms073vmDoUtuHawz2IxR5lR1CpON0ppnJP3G2LkaE8EMp1r6IZAvW0mGsoY5RxCoKwKrh3tY03Ol7/+deqm52Kz4Wy1Ag2L5ZyHD+6zt1yys78PSrGpWzZ1jW+3RG3J+54yz5hrCQlw3qOsYbm3y4vPPidJfSFS95GhVzincENEBc3NwyNmszn3Hzzg6PCA4+MT3nr7bSLi3OKalr4bOHv4mLKyED1u8BijMHlG1/fYAlRQ4vGLvH8VGAkLEKHvG5pGrM3yvCDLchH7KPG/xljmix0ODnc5PNynmlUJlbS4KN6u0iwKKmbSGofU1OpC3BeMToBGhtLCa80zobworXEEBuS81yaNoLUIvq8+5lVucZZACqHIObTJOD1fs9psycucWVHQ1C0qCMqv2kBwnqgiOtPYkYT90z7GfTMGQhDk35CS+ogCmijD4ARAGR1owihWU5ZIg0YzRBhiZJZZbhwecn5xxmp9wXJ3BxcC1lYonRNiJM8K+uAoyllK3bNUZSmT3b4HpED2BHSQCWteVFil6buW7XrNbLlgvj9nPp+zu7vL7t4Ou3tz5nMRoBbG8L73v8Cbb73B6vyC6zeuc35+QdO0KGVpW8fiwFJa2Dx8TIwuOcdEtBUQy2pN23XiGuRg8BCix9cd3rRolbO7e8jO7pKz08c067VML61NhXHD6eoCu95wzWasLi4EqImRs/sP+NK//xK/8KFX+OSnP8sHP/IqRZ5TVSUf+8Qv8ZGPfJiqqGhbT5nndE1Lt6nR2mAKaejatqXrOhazGXXbUJVz5uUcqzRD1/P1r73GtZs32FkuJpemURwdYmS92bBcLqlmM5q6psxKXHLSMWYM/MrEjejsTFxbjMWajH7o6fuBqqp+5BL7KxXGSqn/Hvhvkf3+68A/AG4B/ww4BP4E+K9jjP1f6gkSivZjvBDwQYQB6gls5uqNfvh9rz4fl1zI97qHImA0WB0xDDD0GAIP7n+fQlnyao7OcrERSyONLimQR34lJE++QboWY8E5EW+NyPLgHE3bs9rUtP1AUzUsFkuKVMRuNhtOT88mv8ksy0BZjh89AhWFM6egKiryhDA+evSIzUpSavI8Zz6fc7C7R1WUnJ+f07sGjyLPiyvc0EhuwWpwwbNczpnNZlTJp/ji4oIH9x/w4P6JFMaPTymrkju373DnqTscHBwwn8/Q74hsFv6yFo8vk6yuosUqRVXlVGWRvGfFLsuQxuHx0qVAuKUd6/Wa9s/pAN/9tf9k1q4xhuVyOYVEaGuJWlHMZ1O3G2Pk+PiYW7du8eEPf5i/9v738e0//Q7f+ta3MMZKd5+QY21MSiISbpy1ll/8xV/kzp074hCS59gsg+RCMb6Gq2N5pQPaykh4XM/jiG0+n/Pyyx/kN37jN3jttdc468+mtTn+/aOvfpTPfOYzFEXBzVs3uXHrNn/3P/u7OAebjUQDt23DN7/5bbSy/Nt/+/8w+IH1uWVoG5QiTVA6iJH8itfteOR5zvPPP8/jx8fvOs/emW4HTLzIcYTfNM0T723iMXOZeKm15vr16/z2b/82fSeog0JTFCVFWaBzI1aEpuTi4oKlmyVOsKyxvCjYnYoUfcU2kEnkdFXEMXJRI2PKmnrX+7iyAiGYd9O4fozjJ7V2d5dLfu1XPoVSkWgs3ke6WiZV2uYsF5Ie5V2XUsUk7cw5J4JeHMvlUniZifM9rsPZvGI2L8i14eMf/YhQXVYrzlcb6nXD2XrFznxBhqIqcgneyDW5XbCc32DwkQfHD7l37x5dIxzj6BzzvKTb3eVjn/wk1lraphEKWxDurk92joudHYYYuLa3IOocjafIFXt7M966f5/H3RpbKPYOF5xfnFIWldgmxshQN+IxrsCoLF0XVGoUXXL6yRi6lrbf4PsGaww6Zoxgi9Ga+XIHlWXszkueuX2D+Xxx2WBp6ILHFzpRpxz1uhduby7UFWOMOGekCVDwnqBABYeQ+gaZcgzi5NL3HVZpSOvUJJvIYhQ4X/HMHkGb8f+11hSZ5vq1XQaf+Lp5xtnpCf22pnVtQkbFbjKz2dQk/rTXLVoTjMboDHQ2XcO10vT4if+ojMHES4GiNpqh6eTczDKC7wlBEYKiqTvebu/hw0Be5PR9L0mN2qKVxQ2BwW/xaIpSqInD0LN258h0DLIyZ3aww1f+7A0+/elPc/yNr9P1wiG2QRPDwI3r12nHUCOg7hvONhApmFfitXv79m2++MUv8ru/++949PAxy9mMxWJJ4z03dnY4365ozs4I2y2UhqODa6ioOL24YLaYTSDHaHGa5Rkm38UWc4zS9F2Ht5a6adjd3+fOnTusVysePHiA1obdwxtEnUH0GCI2y4n9QN3UeKPZzSte/9ofEdqe73/rB5gs46lnn+H597/Acqdkd2+P2XKfo5vScF07vEY/9FOtsru7y2q1moR0rRto3EAzDHgiN27cYL6zw97Oknv37k3rfxiGKQ14/C+GwGazoSyrabLknQhjvfcsFovJTnQYHNppssJOn/8PO/7ShbFS6g7w3wEvxxgbpdQ/B/5L4O8A/0uM8Z8ppf434L8B/tc/9wGfuHiMnah+kguc3ku8Kswbf6nTbUZhXjLxvyx8I8RR7JUeXyU+8/jz+FhqzHcS5PWdRwiwWtfc/cHbPL73kPXFaYqANlgjHpchBOpaLNi22y1nZ2fUo7o3psSkhH72fU/0Jj2fdLYuOKIKLOYVXd/T9y1Nq3nj7gaT5+RFzrXr+9Tbkr4bcM4TnKfpksm3ycSH0wfa9RalLbPZnPXFBfP5nMV8Tp5Zts2KxyfH1F2P0hmL5YyACOuijzRNj0sRi4f7eylBLGPoBy4u1jx8dMLD+6fcvXuPvmv4hZde5NbNWxwcHDJbiFJX6AZ+8r8dI0a1ufQlFNsdSSsqbEZubbJwS38PEfogF4cQ6IaBbduzbQa6ztN3P74f7E9y7Y7jNJfG785LVOzR0RFvvfUWz7/wAgDHx8d87bXXuHnrFh946SU+/KGPSMqPCvT9QLPd0my3uOPHRIQHN6rCX331VQ4ODsgSWjxa9bi2ZVHNaPstdqlxIU6pW4XN8OrS9SQCNtOEaNg/2OXDH/4wX/ziF/mt3/qtiY4DUrDevHmTV155RdZ0ZuW1GE2IinI2o+skCvxTv7IPwHe++23Ozh8Thp4GoQMpBdp4jFKUZYELQVwuErqYFQVPP/ssJ48fi2goXLWMG4tdP1ER+ngppFAjnYM03fFCswhJWJe+Y4wx7O/tc23/gHVTT17SWimM1VhtWJ+d09QDXddi7HVsJuiTNhaUqKHl9V16hV5SJHiiKJcbgBjQJV5r2j98kFF8QKX/okQDh3Snn8HaNVozeI/VNqGGHh8jaM22rcmNIJJZbgABHvLMYIMiBsXeYibcdGtw3uPd6D8e0DZ9j0YzL0sKY1lUM67t9fSdpx56zs/OCUGaa60VO8td8YttG1bbNcudJYfXDkUoNTjqJM6MMVIWJc4JaaHvawEcEk3Nh8Dq4oKmbThb1Sgl++5sNqMsSw72D3hNKd544w0AqmIOadLnrhRSQ9Oh55be9eSpMHXO44PH9QOBgIqa4AeJXA6R6DxWC68+z3NuPf00N6/vs9xZkpeVcNwTNcEPDmMErTZaLDiD66iHFq0Mg3PMlhKOEJI4UKYOKQwnREIULizeo4LHcxn9672X1MDUzNhc9m4dI8FLMtqYmibCSSVc8Rgx1tL3NUVhyfIleiVpZU3d0MVIkedcJDH2T3vdQsRYhYjuvFArlYRcSeegJveT6R7pezVG0zuHNhEwzGdz5lVFjJ6m3RJdpHWBg4MDvBNay+AHYnBU5YIYXPK2zoguEKNGa0MMHmNzPvTqJ9h77kUu6i22mKHNgOsHtJOm3A01e4tduqHn7PFjjDqgyjS1jujg8V3LarXmW99+jcVij/W6Yb3aoK1lZ/eQerOlf9QBlvnREfOywGQ5XT9Qlgtyk9G2HfP5QihDmcWWFdXOPkW5YH1+TtO3+OA5fnAfH3rm8xm3b9/hfe97H99//XXKIsMFK7x4k2OV7BXjNLtrB/byW6zOL7DZY0xecr5q+O533mJRzfnaU9/k/S+/wEsffAFFLzHc3eUEvaoqbl6/zuPHj6Xx7oWWlBmbmi5L7Ho2qw2L2YJ+kOCozFpi4uWPSXfOCdWu6zuaRrj+VzME1qtNmvwlYCibcX4utrY/6virUiksUCmlBmAG3Ac+B/xX6e//O/A/8OMUxnBZxMbLhK4fftsn/1XEVDGnAvcd/OEnnuOHIdHpd2OxPPKV3km3OD+/4O7dN7n39j3KsqDMjyRkIdkLKaUu0866jvX5Be22JjiHn2gEYVLDhyAq6HG86hPfLgQR3pXW0tQtmbEUVYUbBrZtS4xSVBmd4dqOPjlYjMiN0hplNVmW47qO7WqNzWRcslqt2NZbmqYmBsjKivmikrCMsiTTBj8MeOfI85zZbJYWZMP52UPu33/Ao4fHbNYbBtdx/foht29d59atGyznS7K8wNjLzyNGPyGb8l9MBcolfzQrlXCWU4Tn1RUweOk++76fBFfrzYbVtqbpe350wON7Hj+RtXvVhcJaS2UMymiapmHoHX/2Z382LVWbWc7Pz/n6a1/HKs1ms2FwEvucZZnwu2OcUCKlFEdHR7zwwgsy8kxrSnvNar3m9de/z9N3nsJozTJtFDFG9vb2MLdvUVSVbArpQ/Q6kuWGKkpAyOc//3l+8zd/k+CDFISJljCKN/f392U8rJRYEAUpCmIU/vAYe/uFL3yB40cPaOpV8oJ1OCfcRZSi7QVNHGn9USmq+Zxnn3uOP/6DP0Tlgj7J+SZageT2TVLMYEmpgvHdKGzUEps7CjCv0iGUUjJKjpE8UUbk/lI4SOiHoPpvvvkm129cZzlforVJvDYJGLp6TJZv75gwES9pFIyFs76M8B7N+Z9AK/5yHKCfzL6rpBHCgzVC6XGdnF86zxjc6O8sNpLCY9WJDiZ7mDUKj4hnjRUfL+GsG4h6mpgYM/pfK3Il04mdSpqs/eUOWZ6x2WxYrVeUNmOW57z19tviuFJVUswNjjLLyJc7zIoMqyPRDdP544N4fhdFwcnpKdms4vr169OUTicEtu97nr19h+P7D9ist2QogjYMbngiXXMAzDBI+unoyBAjOC97uYoYeevgA8qMIiBNWRVkuWF3f8l8PpPPmSfTJUcf8JiAkhgi3nlc6LAmI2QZum3RWpPlJolfRXwtyy+FNqTXNBZ/IPSKgPgj962M27MgCa46yvMYo6e1a4yZkh8lHXIgWo3rW2azOd5m7FxbiqViXaPS639n+NBPZd0CChnLj5MZCTDRE80yjGI89WRgkU/hWj54VAiTnWKIkaAsNldU1Yiw5wQXKfJChHrJT3gUFOdFQd73uKHHB4PROUFZ6n7ADZ5V76i0wWaGWEZU6CkKQ5Epdvf2CV4Bnq4f2GpJFFRK8/3vvs7FxYaLswsG5wheYaImtzmN36CCWAAqndMGS+wjyomN23kt4TrjZKsfAmaWYfNC/I9jJIYBHRXzqqAbZGJw7+23yR4+AmB3MePthydUVSHuJ7bEKIsxye4yOgavKXVBv20pYo4m4NRAb3veunuPRw8v+MoffZs7Tx/xkVde4NadA3b3dmiahtPTU/I85+joCGstfd+hlSRAGmNYLhaTy5DUMaIDaJqGPtmP7uzuTg5EIt4WnYPWmt3dXe7fv5/oEnHS25DO402y7vzzFupf6ogxvq2U+ifAXaAB/g0yCjmPMY51ylvAnfe6v1LqHwL/EOCZZ54SGPaJG/CeNId053c/YGBCgSEQUcR45QIpD/IXsku6UmanC1+k7VoePXzIyeNjZmXBcj5nZ29JlonCvWt7nBumDappGqyG/d0l6+0WF6RwUEE20BAyuqbHxV4WiBZP0EldajOavqcoLF23JUQ5kWKMmMyKUG7ocOkC5EaFrJKxuhvGN6HYbLfMlnOymFPXtVjVOIe2VpLwDMyKgkyJuEobw85yB6vF+uTx8Rn37t3n0cOHrFcSwbyzs8Pe/m1u3Dji2uEBi8WcIi8m71d0GimnztqMG5iS2NJx/C8KWhFrjd/3xA0L4pHae0kou9hsWG22rOstTb+l9z29+/HZOj/JtTulv43jMa2ILkyK84vzc46uH1HkBbkvqdPGYIDd3X3qJk5drlP9xNMcjw996ENYKxGYPkgi2Gq1ot5suP/gAfVaFLjr7Zb1eo3WmqefeYayqrg1myVK0Eip4LKAn1U899xz/Oqv/ipf+tKXJvpAXdfcv/+At956m+vXr5Mneo8o0cMTxeA44rpx4waf+cxn6NsNd3/wBlu3lb8bg3ejk4SgjkrBweEeH3j5Azz3vhdZ11tefvYDjIEL/TBIwIv3yZrq0kJtfI1X+92QLmrRez74oQ+hjebRg4ecnZwI9zgV7wahPthEs/Ax4P1Iv0iPlV5DYQvyvKIoSrS+bOaeaJCvfA6jbRkaEWTFMSBkPPUSy3gsrHg3BeRnsXbv3L4jAlgn9lU+BAIBoxVD27KuVxhVsH+wP73PCYgQMqUgnzFpBCLiwDMKMKMSt6HUNGidbJMUlFZEZ1mWSRgSQrkp8pzzzZrtqXiNNm2L2WxYLpYMiTpl8Dz77DPs7sw5XzdpLSq6rqftelzwFEVB3Qq9qk+WZ+PnPnqdPvfs03zjG9+m7Vtxe+CSAy7Ti0BwLiWFXTZAgxvwbQcx4AYHQf5uUqOPtihj2dvbpUiqeBeDuBDFyxREnxrqyVfWSSqd2GCKIHJEwL2PMmtQHvxls6XTbcQGS5ob7x2ubyXO3XtGBcbQ1TglXWfwEWvsdH/v5H1pI03warVGRU9hhdo1OPGIHXUERZ6z3W6n8Imf5rqdLXYh2d3pOJ5biI1ehCF4lJI4ewXv6ViUHN1kHUeNQVFkmr6vMRi6umO53MVFmQAYpelcj7FifyYON0zfQZ5lBBf44//v94n7M472Dzj2juhzlDUJqXd0fct8viAzhtlyjjaCbscYabsB1zXkeYmKsp43mw1RGbzuCednmEyT5ZKo54aB6BxhnBQCZVVxuHfI40cPQGfMZkvyYgFREVwgoPFtyxBk+oqKZNaiCPRdgw+es7NT9ndmdN2AHwZ0LmJBN4geZbnYJaoMTAYI/x1EKC32jXO6xtG3G8IQWZ+t2DuY8czzN3npgy8wq4RTXLcNfdvL5DRAs23ou4HtdoPODF3XoyDFN8t5m2WZBIK0HbPZnM16S7OtpREdg6dsRmYzCctqe5kwGkmvHIaBsqyeEFS/1/FXoVLsA78OPA+cA/8H8Ld/3PvHGP8p8E8BPv6xjySQJW1fiQ2RnojLX8pt3rO4vUq5uEqpeOI27z5BJqPyd996er7x3xgjm9WWZttSFQXXrx2hjSYvy0n1rJWmbSVSc1RS5nmWfCVFHJC0VoBKSIoEcIwXn1GgFL18LBLJC8E7urbB+YRoK3CDjJKGYcAl5baKUQIOUAzB03c9i+UycSKFqK5iJPSDUDqcp7U1165dY14WMpqL4zha44aB44fHvP79Nzg9O8e7nsWiYmdnh6Nr1zi8dshiMRdbnySIkg4etBF7J4KZHBPkca8WxjL2HrlwU6RvuigMw0A/DDRdy7apqeuWpu3ph4HB96Iq/zFHevCTXbvL5TKiZDTuvE/9mRQCmS1wLsjGazIyNEUeIUDft2RFTnfeM5/PMUazDZ7eXXI1i6Lg+eef5+7du9y9exebZazXa44fPaJpGuq6xjvHyckJm+1WeHFlyerigqefeorr16+T5RmXFk1iDyc2bjkHh/v8rb/1t/j93//99JyiYr579w2++tWvcPvOLZ5++hm0NdM6kXhaQWoSnkueWV584XnOP/px+q7n9e+/TnAIJUmLn3LQIhZczko+/OEP87nPfY6bN2/y9PPPMd/dYXWxIqtK9g4PxU83yCi6LAsGN6SGScbHoz0bQFVVdMmz++ad2+R5wXJnhwdvzzk9OZnsC0cnjXjlXFcxJFcUmSJZbemajq2qsXnO4IdpyjGp96/SrlTiFD/Bb75sRJ4ghyUaiPhoXkGa/4LRYT/JtfuRD304kpBzaX7kNZVFIWNL5YjOTloJUkE3XKHexBjxIdkugoARUU+NgUowqlLSFEnPLX7HpIAGNNOI1VhLUHDU92RKrJfauhY7QO+wWbIonM8oi4KdZcVwfkFQTNZNo03a+J3JZC4w+CB0h3SRvXX7JicnZ9NIlzS5mqydSEyXqJMYNblQDAJ+ROdTVLas7WgMGIPNcmbVnL09oZ4pI5QVwW2ufG7OwejVimFw0uBbLU0aIQj1Ik0OiYgQLrl6TKFAaZ+cGjBGV4sgDknTueMl/QyJ7q23DZnNEj9cJepASBPLiDGKR6en6MiU/ghQ5BItPfL8f9rr9vD67aiVASUC9RjFh5c0cQohklwDn2iI5Gf5jUYlklMKxkChjSfYjIhQ/4IIFdCZRVsLymBMngrAdN6EtK5TnHd9uqIyEE3BTGfkiMNHUD3R98RQoADnBkwa70+aJqUwcWDv2k2u3brF7/6//55t0zE4R1/X9MPAzs4Oh4fXODtL2pC0ThRJaKkzgs4JKiOrShb713AhMPSOYERASgi0TUMIHmMTmpooes45zs5OOTw8pChKNuvR4UrOv2HwzOcHlOUCHzUharTOUMqiMMSoQeXkSQzdNgP3tw2PHpxy9njN0HluP32N1x98nz/4oz+g7zq+/B/+I/fevMfrr/+AerXlt3/rt3n6hWd4+YMfEqAvgU5ai9OWMUL9SgtDvt8EPLhBmuednV2GYbgM0eFyUiO2ptmPXG9/FSrFF4DXY4zHaeH9n8CngT2llE1d4FPA2z/Og41CL/nhcgO55BWr6UMQqsV0x/R3pvuOh+bJX8Yn/yxHEEP3Jwb3CdmRk8gTvSBA27rm+PgEUNy4eZODg3188DRtP20SIqoTqxhjDVme0Xc92/UmXUC4vKggdjN5bnFBRo1t2zL0Qhtwg5PR1qiMt4ZhkMeIQdS3QqWwDP0gQRyJI+bTuNd5jwti9F2UOdF5XN9jUVNh44aBdrulyjLKLCdLo5iu61hfbFmtzrj39n3Oz06YlRW7+0fs7e2yXO4wn88TjcQmSzBJCFIjjzMzyeJIFrasFQEDjZbxpklIkpk4pky0kuADfddTNy3bbcNmW4vNUEJX3OAZhl6iV3/84ye2dkelrDaWOFHiFX3vsKZAK4MbPJLaqKjKOTvLXbbNmsDl+N1HT+8cQ/LrNcawv7/Per3mzTff5LXXXmM2n+OGgbOzs2TPI83Xd77znal4WS6XGK35xlNP8dJLL5Fnu/Ka1NgqyoefF5blzoyPfexjLBYLsfjTkjz08OFDvvKVr/DU00+xmC9Y7u2KCb3z4iY1FlGIbRXBYbTipZdeoq5rTJZxfPyIk5NjghPfyzIreeqpp3jq6af4zGc+za98+lcw2vA3Pvc57t69S1QKm2UcHR1RFCUhRhbLJdevHaYCR+KZnRs4Pzvn8cljurZnd3cXn2Lb87zAWsvu3h4HBwd842tfZ7FYTI3X6BkbrzbXUWEzCEETh4hrBxpVE3WE3PDCC+9LzW4jyL4S5wDSdjROd6bj6vn9RCOuxj8+gRKr9Fg/i7Ur+4+RJpWRQuaTeG5GRUWzuSKqG19rjMSgEhAcE40toaFpcjc5K0Q9NRKjQwdREvDCeJEytNQAACAASURBVK4TJ5TZWsvezi6L2ZyznV3qZjsFwtiVpt9bkmuo64b9/cC1vSVdt2VdR1yekQVPO/SXyX1FIa4Nw0Dbd7RdR3BCj6iqGc89+ywhBB4+eCBUhbQ23DCkJLWxsBbniOCkMA5uwDtP8I68LDBFjsotKhMqmuyPS8qimM7x8SS8+v0796Sg2HuHiiOK61A6haO4MZlSRvmi3ZCiKiQ9whQ+EzVWlxJ7PPQMxgJK0MkoGvWoNHU3kAXEmUZJQekHCYWaL5ZkRcaj03N2qhnNdg3peuWdo0sUj7/A2v3J1QtRGrAYZX0Jpja+d0Etp8j26W8SPnS1kX2PhyXPC6JSZOUMFxJwY2y6BmdobQVg854Y/ETlGPef60VFDIH25IJlUWIwDF7Wk+9WGHYJ6Vq1SUEUeSYe9EVRkNk5PlpefPEF3nr7Pjt7h7zx5l1OT0+JPtDaloPDQ5yH6EXD5FMQidi3RurBkc92KYoKkxe02y3eDRR5NtFnxEVDhMLOi1BztOzsu47Hx4+5eesWXd+gakVRzkTf4r2YC+QlRmWM6bpoi9KW4AJt3ZHbDJ1ANWMUrof7b56yWq/4pV/5EGfn9/jWN7+JVoo3777J6cmZ+BKj+d53vsfXvv4aL730srye5LevlGIYHPP5fKJVjjWW0pJw6BJVYm9vj7ZtKYpCLB4jafon6+XPowD9VQrju8CnlFIzZDTyeeA/AP8O+HuI0vTvA//yx3mwECXqMg19J2sj/Lh5Xr3IXI4kr/7qvY4I77rt9FMadY68LxtDCuIYx12eiMN7iB7ufu8HHJ+ece3oiGvXjiiKnM1mi7WWoihS0Eag6zs29ZbNdkvddhLFqAxlmRNjwPuUHheFayecUkFnvQsMvaT0lFU1+cDasqTuWvq+put6vAsTVaQPwptTAZRPSWHEySsYoydjexUjmbGEtLnFIAi2do7SSIEtwroLHjx4wIMH92m6mvl8ztPPi8vErNqhLKrkn2snmzKlI8ZejtlHEjyAtmKwP44pzZX/xqJuHDFOPLy0UbftwPn5hs22YVN3NF3Hpm3ZNi1t3dE1HW74Cxmf/OTWbrogaWvEEsbaZMckrhBFUVBVFYvFgm3TkOU5u7s77PgFjx494vbt2zx8+JB+aAW58aImzvOcvb09fud3fme66F2s1xJv6wZAHAK++c1v4vyl6Gmz3fKDH/yAP/yjP+LXvvjFKXP+yZesGM3fj65d4/nnn+d73/vedJHu+55Hjx7xh3/whywWS158//vlcSLT2G68ILZtS9O2nJ6e0rYtn/zkJ/nEJz7Od/702/zRH/8h56dnbNZrbt68wW/8xt/lFz/4Mjdu3mCxWDIMA5/97Gf5V//qX/GpT32KTYoRr+sa1w90XUdAYfOSs/MzdvMcZTJ2Dw6oFgvOz0W8dbC7w+7uLm0KDTHWcu36dT7y6qs06/VEMRo313G6MyKCtW4xRrHdNGI+7zzriwvqpsX+sqzfEAKr9YqdaoHJL9GGcRQ+tUTqin3b2D1cOa42fn9J7+2f4L4rFISyqHAhgndp8uFQHhwI2jn0hHi5xvI8xw2RqDQudDJKjTEJYyGGS1HXWBBLcyazhhBAmxznerRNqKeX8b5Sijz5X+/vLNndqQhH+5ytV8Ip7hpUCJyfr7h+dI0syzg62CeGMxEge0/XtYQYqWtB/kcP5PV6Rd3WaBWxKkMpSdAq0vO5YRDxYYxTkqNB0TlJzot+EI5q3+OHLp0LnrJcoIscm5eUZcliUbFczhN/OyQ92JPBNGMxNdKGfHD/P3VvFmRZct73/TLz7HepvXqZ6R5gMDNYiAEIQoBIkYAkUlKEuVmiNurBUjjsoEJ0+MERlhyhF4UlO+ywZG0OOyTLsi1LNsGQTDtMaqGCVkiEuYCUhB0DzACz9nR1V3ctdzn3rJnphy/PudWDhaQIzkAZ09NL3bpVdU6ezC//339BKTmooBC/dide+H3kUE2H1wZtZNNSHog8fWsFhIklPVDmlEFj6FrHxaLE6FiAkTQhioXL3zaVOOgohTdSFPtwcHOIzWLvLAd7+1y/fp3Pf/azRMFOzntZowYa2Zs9bz2SZCdhKv2oA9BG0zTS5RkOEYL+h47ilWdP+S032Q9UIC0tDecceZ4J7c+D6x2tbeX+ICeLpm/k4Ku8CLuMIU0zfEhx7fuWFgn2cl1Ds1nT1ivatmdRrjk8PuLk9FREbWlKURRMJxMJtuk7vvTCC3zPR7+X1eUlH/+lX+ALn/ssvm5YLhakecxjt26xOLsgibUc+OpaeOMairwg3TnE1zXLiyVt16GTCCLDRMO5c2jDKN6UiHSLQaO17Od923L/3gP2Dg9JYqHeRUlOVbdM9zJ29vexvSeOE9JEchrKsmZ5uaCYHvDqa6/yzLueoi4rtHJkRUIcZ5jE8eJLr/Dub7vFf/Zn/yw//uM/zh/+Yz/K+9//fj7xiV/hH/7Mz/Cf/pk/zR/6Q3+Y1XLFdD57ZM3se0vTyF6vtSYvCqlr+p7IROSZYbPZcHl5Sdd1Y3jRSFkKoNOv1aj7zXCMP6GU+gfAv0bW0E8irY5/CHxMKfVfhH/727+ON0MPm4QWHNOPH/p6NIevU+wytE0epUAMr1LDiwPqrHwwtAjtBKW272YweAzaK84enFO1DbeffDvXrt8gTRMWl5dcLBcsLi/ZbDacnZ2xKTdiQVI32L4XIVuisHmCDQiv6wfvwW3MrXBSE5yDNOlHvt8gdCqrDUprJpMp+JKGDqXkhsuJyGN9J3Ge4wk5/KjOjRZLe3t75FlGvdmwKUsePnhA07aji0LddFKYWEtkDPOdXQ6z64J+5BlJnJAl2eg2MRS+UngorFVE0bYoHoUPQawzhDcYY4hCUo04U1w9kLiAvHesq4rFasX5ckFVNTRNIwVUJWKzarMZI4B/veObOXeTOObg4ICqaWSB6SzeW7Q2TCcz8jwIb8LPJvSHDh0pHj54yOL8nCeffBKld3j++efZBPeELMu4e/fu+HXath3pCForsQOMY7Q2xDpcx0g8HxfLJWchbGXk5b5hDOhcnuf8qT/1p/hLf/Ev8fDsDCDMqZZ79+7zf/3UT/H9P/hDfNt7v40sK8AJB7Fpa6pNjXM95xfnvPraqxR5QVEUPPb447zv/e/jj/7oH2G9XvPiiy/ybe9+Nwd7B3K6V1vB4nw+5+d+7ud48skn6fqOtu+YTKfcnO+gTUTXiXMLJqHpPdO84OzhQx6c3ufgcI9rx8fE0dCJkBhX6y0WT5JnlMvlmFA20CKMMaM1Yu+H4J2IZH8vUDXW+M5xsLsXCumOPJON0lxZiYbi5mpMdJhhI1VqWL3GdewN9+LrgFdfd3wz567RgsK3dSOojzG41lAUBXWzIVYKHWnKUpCZ4VmvqhpvNRaorYSm4B1RZEiSiGDgMTrODDHewzUQ5L8nSVIschjTSqMjSZNzfT/6UlfNCrQmNREHu7vkJuby/Ixf+IWP89s+9AHqTRWKOvC2I4kUR4f79Baef/FFsqLg3r17dG2H0Zpr+wdMpgWXizUeML3l2WefJdaGe/fusVws2NSNdLCModxUgcPbCDriPco6jLP43qPTVOgToT07RFkPIlZnLatK2tED33UARIbkxrquR9/Vpq6JjTgsNArmRUQMuN5jEg3ENK2j7FsODqY8PD0j0oIeCwrmUNphjKcLrfdhrXZerOZC7T86N3iEDx5FZiwShy00zwvOzs44Or6Jdx2zSU7bNNw/PcU24nf/Zs9bEPTP+a2PuO378foPkfKDB64EpwyvDR3X8DlDcQzb8KE4xCl7Jwl5DL7kKCITRLuuG9cwN+oy5VAJIplSaFzfUS8vcNWSaTFlcXHJtLOc3LmDDdSXqu3oG9EJTYqCdzz1FK+//jrLcs3uwT4/9MM/zLPv+w5++Zd+lZdf+QL3HjzgwcUDMjOjyBNW6xVt11FMJuwdHJFnU5ztUcUM09Tkqey1vrNsNqXERHtNnKbyjQYwpgsBO945ZrMpJDE//CM/xP3Te7ztybfxxNvezk/87x/jhS/+En/5b/1tfuan/zHvfe97uHbtmKIo+MxnPs3f+V//Z/7L//q/4Q/80I/w1/7mL/P8C1/GxBGHB3sURUq5KVksKv7YH/4j/PTP/D9iSdhW9LbF01NWKx6en4oIMsuYBiHe1ZTNqwYHXdcFpNzhndxzAUkELc6Cve1ApxuonoKYf/3xm3Kl8N7/OeDPveGfXwQ+/G/wbuG3UCB/LWHK1b9/jc3+aw01vPYKVUMxTHQgGggXCqz4UAqpStoMKBNqZsXtx2+ye/0WURTz8OQuX/jUp3j55ZdwWo+pTavVirKqaIPSPY5jkkg4Xs4KJ9F1nmpdsVgu2DQNWZ6Dc8F2pA1UAYvBsLc757EbxzS95eT+KVobiizF9WIZtFitKNvgERvs6CS4QygGeLHecX2P73sWFxdUSUJd11wslpR1y3Qy46mn302a5aSF5vD4+lhAJEnyCDIcxzFxKGaHwkApjbcQxQatIYkNcSwF3Bb9VSRRTJwEs/o3vIdzHm9FNdz2PU3bUK5LLi4uubxcsakamr5htVmxXKzZrOXw0VS1iBf735gvxTdr7vbBWzTL8qBcV8SxpNGlIaUNEMu9qqKqay47OXxUVcXx8THPP/88Tz39joA2C4LRNM3o3ViMIjqhBxkiNDG261kFJW6SaGLUyK1brNZ88pOf5Jlnnvma37f2UkjGqeGxxx7nj//7/wEvvvgS9+/fx3tPlmV85jOf4fxyxcf+3sf4sR/7MW6//W2g1KgYXpcrXrvzKq+99gqL1aV4RmKZzKYcHB6wN9llb3efJ554gkhFGCXx0dYNG5UE1PzpP/Nn+MQvf4I8n5LmKWlw51gtF9RNQ1PXPPm2p0ee4LyYkN64STErqOoaHxa7wcor0lLUqAxm+3ucnz4gjh5d6oaDgW9bMVdTGuslvGBSFCR9xma14VP/6l/y2GOPc/PadSlmBhHa0P72/hEXDC/9XTxiyeXtQKsgeKb6QMEQpEZQx99YdfzNmrtKS0fDaC1dB61ItVC/tDIoA1W1YjqbiE2Z7UDJmmaRw/AsLei9o24b+s4JJUNdSRAcWpZhDfbO0wbBnlYK5UPioQ7+v1Ek62n4Hot4SmMr8jwhTuMQPJEwjRPasiWdFGBkDdLa0Dw45+TkHi+9+iqz2Yz7d+9y/eiITVly7fgax8dHEv5Sligg0oaLh2e8+KXnpSBVik1VSTE58I+Mlpb9sDUZTZzNsEHcZ4mI0CTGMC0mzOdz8dnNUhabknle0AVkOA2uNU3fU5bluIH3ncP2YT4Y4dfHSc7FckN1b8VkPh01K1oL7e7O6ycURQEg4R9K47F4LD0dcSLFskOcjsRGcaC0eFSgtknHawCktjTF8WATJcTGYTsr4UPWcbB/zO7uroQN/TrHN23eChbMUJRHWlLvrJNQndFlI+wJKnTXQPaotgu0sgG0cVsHiziOWa9K8kkiNobDe4TX5nlIKlRCIbLBss7pHt2BjhI6J3vvum44f+UF7LoiLxL0XNP3Ndg5Z+cXtM6SaM21o2PyNKNarcE6LpdLbj7+OL7tSJOUNEm4efQ4T7/Do9jHt0tmk4STh3eYTHK+7/ue5d3veYbj6wdcOzhm92DC4f6csur5W3/jf2FdrtndnZMnCX3T8c/++c+xrmr+8l/5K2y6lnvnZ+iwt3/huS/yi//i5/nI93wPP/ETP8Erd15hZ2+HvMg5f3jK2fk9MB5tYHd/yo3HjpjNpuFA1eFtj7YtUPPcFz5LnOXEaUy5KdlsgjuMsqRFTN3UrNdroTpZS9s05FFMkWaoKKKsK7KmGGuQtm0pyxLYeiGP9I9O/Kfz6YTLy0t8b9kLzhUohYmFqtl1HcvF6hFP7681vnWS79RYngZA96uL4kdQl68BtTzykA6blVKPehV7jw/F2EClGF9rrHiMDlw5HQWRiKN1itl8nyjJWC0XvPzSS3zxi1+krTa0oQC2ztF3HWlkyIJC0nuP19A2HavVmrpuqauGpm7owsP64OFDlJV2kFeacrOh63vm8xnT6YS2bcVT9uY1yT23Vri3bS+uD0Zz+vChhDE5T2vboCAXZXOcSBJMURRMp9MxhS/PM46Pj3j22WfZ2dkJbSUjbcThfoRrdTV0YbA0GorlwQ5FvAIFeRhijsfiOVLESUSSDjynrz0HvJO47IvFQorixYp1ENttyhA1vdqwKWu5FlfiId+KoZSiLEv29w4CQm6IjFBLFosFfUC/BoToKmJ4fHyMieDJJ5/EWsdqtaLtWoao72ETbNtW2oPDaVlvgyWGBX4oCotC0PwuCBacc+MGN37PMAqtROSX8KEPfYgPfejDY6u3bVtOTk548cUXuXvnPq+89jrz/b2Rs1XXNffu3eNXPvEJUJ6d3Rld03Jxds6D6SmHB4fMpzOs3R6ARmslpcWXNRy+nnn6af7aX/1rzGa7zOZTJtMJk6mkHp2dnYmoUydiOxiQA7RitV5weHQ4FmFDVOhAnVgtl1SbEtu05PP5V6G1w+cMNB4/opqKNBEfz75pmeYFP//xn2e1XDGbTEb1MwGBsH1Pluf0TcO169dJ8wQTbBKVVeMzExkjBWW4xkL3/g3ZXX1zh2fkYYo1ZId1fmz7l+slWhnquglR2mJZ1dQtWsXjvFPRNoVtWKMHf+98NhP0dwAijJdDUkBtror4hjGuNUkCfU9icrHLcpY2bjEoetejUuj6enRyiY1mPk3Z35nRXLvOpqk5uv0Es9lMLAxDsdR2LYeHh2it6UOn8gd+4Af49Kc/zb3793He89xzz6GVog3exlH4Pu2AsnpPngiqLWvxNvLWWot2nr6qmSRpaM3n22vjHHXXMZvNxmewrkvW65Km6kSl31tM3DOZztjbTTBxMj4vW2/ywes8D1RDJ+imk2KwDYX49vpu13StjXBTr1xzoVIFIZlRW2651kgMs0apVlI2teZivRrnyps9BD0U4KAHeVbxpFGE7qWLOnQeCToA7x1VFbjR4ZQz0JmG+zbQ2IqioO96OSSGDqfkDjTEUUJZ1eOc73s56PXe0NiOiJ5EQf36l9lcnGAoaKuU87uW/RvQ2hV9DUmWYZ3n8vKSsizHPfXk1deIbgti2nUd169fY5LvcXpScnlxzv37ayqneOz62zm+dsj141vY1nD/zgLfJXzms1/i9/2+7+Jgp+A/+o//Q9brmrLcYBTcevwGP/6f/BjeQ5LmeAzPf+UrnJ1foOKIdz3zNH/vf/rbfOgD38FiseAjH/kI/+gf/Qyf/JVPcHRwyIO7J+N+9Nhjj2GMGe3P0lScIfI8J80ybty4wWuv3RGUNhIaaRTWVOUFmZ/NZhL9Pp+zv7+PNpp0OuG/+x/+eyaTCZvNJszx4goQJ+tO27YYJf7KURSJa9N6DUoxmUyoqmo8PtVVPe4/wG8tYvzNHKPYbvi7Uo8ivSpwv64ShN/wDqDGgssDXjkplofPsYNUdTDn58rrtaiKMYjidcheB+Ud09mcLE0wWuFD+lbTNmA0Im0Igh4XFNe4cRFtXYe1ItwQ7lMQrDhLb8XGZ70q6Z0jzdJHonOdsxxfvyFI7UbTdSld10uR3dQoJSfmJIqpum4siMawBK2IkoiDowN613N+fj6+9+7ODh/49g9w48ZNhmS6wddRxPOymGq1FVls+cMiLjRGE5nBXSMKxdzQstq2PrTygWKx9RR85E5qjcfhPLRNT1W1lFVDWTeUmw2bsmK5KlmvxOS/Kje0TYsLfazfCHLxzRzOObyVTsFkMsFo8ZweVcahhXlxsRBbK4aNFRblkig2FFkmgoKup6mbsdU6fD7aiPgU8YYVbp0fOxIDQiJFdIe1jjSp+fj/94v8gT/4h8bI5SvuhaOKdyjyJsUEYxJ8EKNaZ8knUw6vXZcFxsp8LjcldV1xdvaAV195EYcEL2zqkoP9feJAbVFes1pthDITawlDUPJ8ysFXYXuC4CXh3/3hH+Yzn/k8fW+py4ZqXVMUOalJ0c7w6iuvjslGw+JonWWSFTxsNpyfn1OtxddSLAsVURyhlSeOo6863I337gp/zSiFVQhaqoSaorwXVwRtmE8mo2PBENRjQyFerdc457j7+uuPPCve+XHTtYFONAzrxcmkDIlQb/YYDhQSB6zRTqJrtUlIs4LLy4tA8dK4YJtntCErClwPyjlcpCUBzcshwzvpAqAVVVPJ12BwihBkU1lH27UkaULXBU9ZpYO4LyDL3ok7CUAP3iniKCIy0nlQeF6/e8osL5hMJ7R1x/LykvPLC9Zlyc7unKPokL39/UBHi1gsl/R9T1EULFcrHi4XXF5eCqVLaX7bhz/M2cNTfvVXf4W9/R1UnLDZVON9HKhpQpnqpPvRC+3NI3oO56S4qqoNyu+RJQn3zh6yv7//CO86SxLxap/NWC5XxCYmT3JilRLHKSrS6DjM2WhIwhOkODKxdBt8Px56ld8GRDEq8DVN1yLODX4s8Jx3tJ3oWpQ3eBydbemtEzcjraWL4RWRifE4aVUDxiQMVMckit+adXfsJkuE99ADts6yKiX9TxuxenQOlDYYrajrSoSVfS/Cb2UEOBuQY+QGR1FE1w5+7D1aaSITkSYS/0wmzgZ9KxaFtq3YVEvwlnq9oVqfUxQ5OKE29r5B9xsim3H62oq96yWT4gCswySJWInZjrpume/u0Lue9XrN8bVrLJdLzi8WxG7GXnKD77h5C3/DcrF+yGe//Musiob1ekOiU5aLhn/xz/8VSZRydO02+zuK/aNDHtw/Z3VZMs0KXA0HR1PyosBkMaB56om3M5/Oefn111hdXPDss+/l4uIM7yx/9+/+b0K3rGsWl0vSJAMcsTZM8gKtdHB5MKM+Jk8zdgMAt1qtSIqcrMiITTx2rn3dkMYxeZpinKPelCyXC1ahq5pPJiKoU4qIYBWnhI+dZznL9Yo8z0c7UG00xm8pes57uqCH8N6hQpDSsHcMnZavN741CuOxQlXDf9t/GzYuguDg6q83vof8IfzuxUpEMtzkI3rrU6Gufp7SQplQkkEvIQOawWbA+w7nDdZ7lLWsVytWi6UsFFEkHGmt8fRijzW0R7WSzbWDxsmNZSg88diw+Dgny1nX99hNKCgDyua8I44jZrMJaZayWq3RdUvXWeK4YrVeC1pqPUkSjwXx4PKhjAItdm5KK5p6RRzF3HzsJu985p3cvv04eV6MRYL1Hmd9aPFeAeaVbIpAKIhVQIhDcRwisOVAs/WeHSgTkfHhlobJyaNCJeUlY9Ba8fNs24626WgCwj4k3Ww2G5q6pmuaoMYN/qjmrULeZPGt6zq4RKRERjjFygytSosyKijeFTokOkaxIcsymraltz3VZiNWQFdOxoK0hq/kJfFusLkbkNgBwZff5ZhW1w1n5+d0XReoPGEMcHEYg/gzL3bABzeRQbkbRSNyW9U1tm2oNiVn52ecnLzOxcV58K2OOTs/l9Zw1bC/d0DXd1ycn5PlCUlmwkrjQenAg/ejj2uapvz27/wwL37lZe7fP8WHzanvLEWRirerUlxcXIxonajAE07unrBzKLZYxhvxk9UmqOwdWnsWiyX78/kjz8Yb0eMRuVXgvCBkRout1WWwRrqK1g33Y+C2D+8noj6/fc6vFN6DuDFcCfpQlPp/MxHeb3oM19AGN4QhKr7tHM6LF7AkonkpnEPB1LQNsRF0NDIi/lVakxcpeBFAqUgOFjp0N5RW28JXsY2ttf24sY3rgVKoXrymUQodRULRQJIChbPvuHvvHtM0l0LdSku7axv6tuXa/gFZPsUTEuACz9R7z2Kx4O7pfTpgWW2Epx+KqXxS8MwzT3N5eUHbe8hz2aDDnuO9oIPeiUhTEOiGpulpGlm3bG8FZdeahw8fcnAo3aRISyFmXaCcoNBGOkmb5ZosjfExJGmKjgZXH+GCjwc7JRQ/bRTKS+etbbuA3G7n2nDgUUr4uIPoaEBIvRM9yDBXRdSnJXTCObwKYVNuu+GqICLUoevjQwf2TR/Dc6W2zibOiX+zYkCT5XqYyIwam0H87Z1DmSAKv9Idlc8Ja67b2v4pwFsHESO9TQe4QYw5WpQtwfbYdoWio2u3HP66aqm7kmmaYnzB+rzEuSVeWabJjKb2dF2P89A0FVEM1rbcefVVynWN6g1x53nwakdqFEmccDS5zXe+c5esiJjlKWmsIV7gN69j5xGf/tQLZAnMZyeClvaOnemEarPC+0OSfEN0ueb4+JAoNuzvzbH+Jg8fnPLgwQNZ65Tie3/P9/HxX/xF8jzn6Xc8xT/7x/+ERXlJWW5Gj3jp2Gpu336CP/qjP8pf+At/nsjB3/yrf51FuaaYzciKXDpTXY/vOlKl+W//4l/i8vyC//unfop/+rM/y3Q+54d++Adlbew6fBSRZxlYNzriOOtC4p3E0TvrSGKhZWyCM1ie5/Rdj4kMdVOPnSIXAKer2qivN741CmMIiBhyGgy/c+V3pQQtU8NDsa0WwsffCEMGLhBXLGUGC6HhU4VAhsdAQInFhVQPLKwBiCbJJmgdxAZeBAq9tVRtLcW3d3RtN5r7D9+fNhrbtbSdWIn0fU/vPNYjwp/eUrctXb9NwRu8j6eTCbPZjOl0yv7BAXXdirjLKeKkI04SsiynyGckccaqrFiX5RVagQp1v5Kcc9uxtzPn8cce58knn+TWrVtMprMRffMeIsQZYyyOPQw+uKN4KdLBRePKn9VW2CQKdsa/C6d4S6sASSe72kYV1MqMG1nfiVCxaVoR17WdPFR9j21bsQHzDpT+dU3038rhnCPNkvFgMvhbMhSsrgt+l+ICMBS1SZLIQ5wkXJ6fje2dkXowLPChXSk8ymhczAfD/asisDHOtutYLpff+BsPi77WmtVyTZIU8jwFG72BnjG4OHRNzXK55OGDB5yenlLXDSoSrulkDJBRgwAAIABJREFUMhmvxbBYKiQwpJhI2MlVO76rhb3SisPDoxHpzbIUlKJpJNrU9j0WQeWHuT1s8m3bUde1WAYqMXVv23ZMRZoXE6GohPaf/NiPzr03/lmr0DoO3Y46cEmHzx2EIANa/40v8ZZnP9zT4Wt9PWHkmzVGikcUCWqLIjYRnR2M8LORGxuaFHKId07s7AA1yBH9tmMnxYcPyB545UMbfrumDyrx0SOZ4UNKijGlxMc9bGY+dONcOByCY72p6JoWU9XcPD4gLzImVUEcpWSRQmto2j4UOnIPmqZmuV7TOUs+mbDTy8HP9j1eQ5Rm3LjxGM++9324zvKll16idlb4q/5qyI3i9OR0RMS1inDWU21qonjNxMt8LYqCLJb5r5Fiq3NWilmAVNbPNI1J0yiIryPpdgS3CRXCUKSrJ/x1rQz+kWvuvmo+iXuMHsNX5N5t1wvh+muU8vhQJDvntx0870efbeXtdktGjRSKX2v+/1aN7QFVeNkDTX/g+ztnx0O07CfbTqpQpwbsbbsWXF13xxpjXBsGxw+53oMTjfM93lvAorAo3QekekhDjSUWuu/oXUOsM/omoS0jln1LvVyiDaAlsKtcremalt3JIa995T6rRc3FnZ7CbFg99OxODiiygt3dAw6mt6Rb3Gt07Sh8wjPXPwh5z9zlGO9oFo7Ly5JNteIyXVNXFV3ryIqcprP07+6ZTHPSLKVIZA9bLBYUkwJlDM+869187rnn2Nvd5emnn+bn/snP4kMAWJZl4drIzzvbmfPtH/wgX37hBQ52dtnf3ePTn/ss89mU2e6u1DUmoq1rvNbcvHGd1+/cYW9vj4PDQ24+/jjf/h3fIXtY8M43YQ3eBn8xrr9t26JDgqwN/PlR24AniROapgmpssk4Hwbq3Dca30KFsTz8gCyKw7z3wz+FRUH5kR/0yGnVX3kfpUKhrUEbxLGXN3InwtczeC8o25bOET5XySLhdURWzMBWoGAyn3N87Rp3777Oy6+8RF332IByWidWa8Om6gHXtWIu3zmquglG85a+t7R9EOm4beGY5Rl7e7tcu3bEtWvX2N3bZ3fvgHK9oaoatI5w3kthohVGCwet7h+g64pYyUYyWNDIT6M4OjjgXe98hne9650cHR0L8jKgCS4shGiskc3HWUGPBS3W46KigzXOYJOjrmx8SiuUexTxHK6pHlpc4X5eLQmccxIEorYbdtt1NHVD07T0vaiE/VB0DkVMZIjjiCRNfxOz7zczpCswmU7CQiFei13bUq5FKGCigJoZ4W8PVnZJIrzBvb09zh8+kCSiMIYCGxg3IRVQ+eHBvqr2H/mLIRo2SeJgIv+NkHS5t1GUUJYduBbrHUpDkia0bR+KiY66lkjxs/Nzzs7PWK1WONvTtx1t07K3v0fbtESB33xyco/ZbE62XDGbFyRxEriK258vjuNHHCOOrx2LFaFzOCeWTOtyEyy4hBfvnKCPSqvQwoZyVcr7G00xLdAb4WXHcTTyBddlKUKz0OG5OjfHwjjcTymO1TbR6QoPcTh8DLHtwz30gdP/VVfY+3ETHX7J/QqrzBuegzdzDIfQOIqwJqL3Hd5DHBnqtiMOc9T2NsSBy3WIo1ieRcB7Q6QirLf0rYQYGWNwalhbfei++bFtrbVQA7QWfuDQ7dh+X1YKtoELqoRaocKa7gaLySCqal1DmmfUjSBJaZyQJynLtsb7aHw+eitWT845Dg6PmBYFO5l0y5q+xyShyI8ivuvDv51YK3rgxZO7rFYb8Gpb4HuNNKwUSZYS50IxcN6xKTfB2cCzd7CPtVaoE+HndF1P10u4klEhTS6KSLIEZ8VO02gDWoekUBGH+nHj9yjlBlxAEvJsKNoGHjHDvBYgR4dwmcF3WzyNe0IGnBxg/GBjFjqbzqMi6RJ468a1eSgYr3az3uwxcH59oN2AFE/DAWhwBHHhz3ihoriw/koM/EC9lN9lbxNEWChPftvZRJ4VrUKip/c4b+mtuFM4v93/JGBkcJySPbNXLb2t8d4R6QzfTKjrhlVTk2SKOFNo4zg3S2zvMf2Uh/cXPLi3ZH2QcrgrAveEHI2hbhra2hIrRdZmmEjhfMLtw6cx2pEXE1Te0XQN3mTgH0LTU19OuIw0Pqq5XC6IVMzu3ozdvQlRpvAWJkVOlmThHsN8MhXBcxQxnRRE+og8CMu7fggJkbmZ5xl//E/8CV5/9TVuHB1Rdi0f/PCHufW2J4jimCxJKNdrfvIf/H1+5Ef+IC+++BIf/ehHedd73kMUx3il2GwqjDYoa+m7hizLRmBpCA7xSrq0kY5Zr1ckaUKaZQJQBt3IVv+kxvj1vpeMiX9rCmOlo0BjQJBdPZARt23GUWCgwseuPpbDy5Wgv9KwDrxMFOJI6d/wKfJxMywgqEc2NxXQUo/GYTA6Au3YOzzg3e97liRNuFwu+NLzLwdbGLGWss6hjfjaNk0T7Ntq+k4W5t5KitIgiJvkE7SvBQkwmr39XW7cvMGt249zdO2YYjYjihKS1LGzu0deTMjyHGMMD87OuHfvIZfLFZvNmiSJRruZru/GIuyJJ97G7/rdv5PHbz3GdDoVbqlSUoB0/fZk7a0kKzmF7SVJxmiIY4m1jALvb4jKHRFANSRf2dC+u4IQhbsRGfE6Zjipc4VKodToCuA19F6UvW3X0jadFJtdF/w1nXC7I0OaibVZ+pYVxjDdnRFnKRhNnufs5zllWVKWEpttjHip+t6jlAfjsUa4Uev1mp2dnXH+OGuxMKIbcvodBDDqkSJtKMxGIYKJrjh9aA4Pj/g1qy4l4qKdnXnY6OUpq1tLpFOatqWpO8r1hrOHZ5zev89iuQxUCE8WZcQqpqt78dZ2HXfu3GG52vDkO96JimIODvbIM2ltXR3ebwucKIr4/h/4d/g/PvYxnvvC88ymuxTFhAcPz0VIsamlUAj0nTTNSNKcVVmyO5vRblrSqbhZJFnCfrSP1opNJcKQ1XrJrt/j6ndwFV17hIMMaAMmGgpj/8jHsyyjqjYsl0t2dnbGtuPV52EYY+saG5aY7YarvfqacbVv1ogiQ56meOdIIikKe2uJU00dYuaF465D+SS0M+09Td2D1gEIADlkhXTFcGgZBKc6hDCIuCimtw6wYt3HVqQ7jIFOob1D64iuq0ck30QJpEroDDi08fRNx2K15uT+A77y4stEJuY7v/O7OF3dI4qCQNDIs5SkKVlRsHewjzKGpTZcnF8QmUi0I64niSN2D/dIULz32Wd57cEZ5fKMSMXimKIUOM3tW2/H+o48i0fUu6o3bDYlGnjy7e+g11a4uAIyj+hXluWysSOHhM55sqJAhy2u9xanHXQKo8UKz6rQjXTiU480pcbDxlC4SoHL6KqhVQgMsV0o3jQ4hdGRbIdDRwOxgWRE7TVGK/rhHnuhKSmltwmfb9GQtD85oArtSwdnGT92lbTWuJDyKmEo4OjH9XEYQ2fzqibGY0eKk9Jik0n4uLNue9ATe5lwWNAoFROlYBspmL0aPLAceIu1Ld5B4iYk0QSTFkRGoy20dcv9zYauqzk/rdibHbNe1uhDR5YmbJaOTbUmMhHlqkQ7OUR1XUscD4EaljRJqU5XaCM88BvZO3hi+k7hY6eeuPCcPLyDLVvuf9nS7nV011qyHQVVwtH+ETcOb/Jp9ykSYzg+OmI+mzMtJtw8PAIgjQ3ohNV6TXKF0uedgBzTrOCVl1/l8mIha3IQKjblBh26P4vFIpgWeFYrEc2lqSQDdnWNDlz+DmjqmjoAL9lEUnabpsF7RZZNUHrQjEi3cuhgDraJfd+PNp112/7WRUJ/U4dSoKNAaZACYCxgx/XSAxY/bCzjM3mVGKFQyuADDUL5QeamcWiiUOg+8nWHtx7eanjYt28r356KUD1jTORkZ4en3/NunII0+yVef/11jDGcXyy4WCzpeis84SilbBacny/oOxtO4x6jt5zEvb09nLfESc7R0SF7B3scHh1xdOMGk505ddehqwrbyQMfx/FoBzbwzzabTbBoEyswgDiJ2T/c46Mf/Sgf+chHHolrlpb3wB2UiS00j57eilhQG+GzRiZMWDWI+nS4dmpEw4YJeLVVfvWXCRxFE6kRQHJ2e7of214hFWi4Pn3fj2LEQYk8bELDdcjzfOsU8CaPJEmYzWY0TTMWAqvViq7teNsTb2Ndrrl79y7T6ZS+c0QmJisyevrRRWG5XIoXNVsO1FBQRVEEgXZxNRBiEKEND3wc4rSH5yBNU/b29n4drgeKLMuoy5o0yel7Kxn2rXBnBTFuuDi/4PTBA1arNZE27O3uishO65BdX1NMZ6zLDZvVhiidEpmUrvUsF2umk4w4UE2G9x0Q2gFFleS6mCgcGA8ODrh1+xaf/9znsVpRN0JpON455ujwiKaqRju8tm05nh+LzV9X0jQNTVOT5fLxeXBdUchGZ62lrmvOzs7YDwKtcRlQ6pG5O2yYWycQRZblaG1YrVZizwWoNxS5V5H84e/bP/PI/XwrhvfCwdTeoJwUOyhFHIlHbBZnLBaLka9qAyo+pBA2V1IaXaA5qCu0JhuSqCKtpIgOlpbOybz2dnvIG5D8gaIy3Ouu6/AqwmvxW1XhkGK0BhPhjEdZxfMvfIXlxQXTyZyD/UM++clPs3vtGlZZDg4OaLuWqmnIixyN4qUvvUAfG+7dPxUwwytQPtg/aX7hk5/nYrHkHbce4/LynN29OXlShMM94q6jY6JY03V1ePY9kyanmU1I04zDw0MeLh4ySXNipWi6jrppiIxhf2+Py8tLKZRnEc5rnGvBSodmUS7xChJtJOW07bABLxLqmKFrbZifjlgLQj3QuLRitBJUQ7ciUNUUchOUCjHQ4T2V81LoKYGTnHXY0DW9WkhcfVbeKsjYh4ORD4cFCeMC2LbT+zEJFmkeX3meh/l2lfd/NVzKhcLX2j4UzoBSdG1HlMqaYvs+iEdDzLYx5FNInefy9KEg09biwmFEkjMVkXZ0fUOkE9JUNEl9Z1FEZPGMnUlK3a5YlQsm84jXTr5CXTU88+T7UFaQ/LbuqVYLYmMoJhPSAJQZE7NeVRjvKLIpjbLUaU+eJMQ6wq0dyapn4g+YTI8w2pL0mv5CU248bPb48qcecnGtZp7tY2vFi19+mb39XXZ2dvjUF58D57i8vGS5rmmdRcdm9P1WSrFaLEh7+OxnP8u6XHN6eko+nUrBW4n3vTaG8/NzFsulhEtZCaqp61qIrH1PYzt2d3dZL5Y0dc0LL7zA57/wHH/8T/4YH/jABwLybwMly5Akwx6oggBWhLNJkoxOXF1ICfy3w5XCK5SLcFoF2oNCvMfe+EIVuGxXPzA8sKEA8CP2y9AgVVhk2b9C14BQ5Q7v54f/Av1gKDI82ssxvkeLT58ShXU+mfDub3s303zCv/zVf8VXvvIS2fWUvb05m00lytbeop0jRo83Svi5VzeQhne+6ylmwdooyzLm8znzIudgvkNZljSVbBSXl5dcXFywWCxYLBaU65JyvWBnktJVjaAZSnPr1i1+x3d/F7/r9/xOIamHFnDXOdqm2/IpjfgOS5siwWLoexNoFGDt1gUAtijbyJsM98LaR5O85DABiQFjvCBlSlKZgtmk3J2h7RU4uYkxZFHCrJiwv7NDXTU4C8vVGqWlqBdUQ7wUB85uHL9VU1lx67FbATmThbaqazZ+w3q9ARTXr1+XboLpmRTi1XtyegLApizJs5yqqsbT9oBeDImKVbsNPRkoCMPhZhB/OedCcQxRFHN4eMj3fu/vlgPDN9q8PEynBXdeeVGQbS8bahTaUB5B/pbLBXdPTujbhixP0UboNF7BerMRpftqRRQlKO05OblHU/0KH/7QhzG6Z3d3KsVkosf55ENrUgX6Qp5n3LhxnbpumRRzJDkw4/bt27x+ekLdtezMd0mSgraz7OztUVUVm6oidY6XX36Z6WyKDfSkOElYBJ51GtTJ3m+FTFmWcXR09FVWf1cFokMh75wV6pCSItAgwsmh1pX3fiN9aPiYDb+/dQjb1xtt24wWlYONnG96TODyWe/o2iYIazWt7dHKA440SYhGXmYkRbPW9HiKIFKKsow+wBGDWCsKQjuCKOYqx9t5j0WSJD0KB8Ra43xPTy8CaBCU04HqZa/IpjlRrJgkGXvzfeq2JTIKNEznGa/fu2RVliyXK84vLvAoLlcrTk8fUFYVKo5YlyW268nSVEShccxrL7/MtevXiTAkUSrc3zgIBXuH1gqvDH0fivpEc316xPve815WdYnqLNcfPyTPc0B4x3VdU0xyssRgO49JE6p6w3rdohPDvMhIipRVLar+VBcCYoS9b+guKZKw/TmqrhaXBe1HcatOYlCy5gtaPfrTgBLBF2jMeD+CVWn4ZWJzJbZb6EJDh8BE0YhSv+lDKVRkiLxGmxhvnXTabOh8do2APchaKHuUILbKeVRkhK7lvYR6GTPSVKSoFqAmyTNUZ2jKDU1VM5lNcThc8I5X3uNdi7UNzvXELpJaRsB8mq7DxE6SFZ2iWlc4YrrOE8drtAfvZ2NUvXSca7Tx5FlB19QCCvU9pw9eZbPe8NStb8flEcYkdENYSb2hsxZjYtq2CXNN45wiSxO0iqldTxNQ3TTJRh3T5cOKMglOJF6RZgf8Vz/2d4h2In7in/510voGqt8D5sCMrJhh6444K7ixd4CKowDqCOWvqmuyvOD64SF/83/8G1ys10R5ymxnF2OEw9xUa7Ks4PDGdR574jbv/+AHecdTT9H3lqqqKIoZSRxLpkNVEadyGP2e3/t7ePXFl/jP//yf5yf+z7+PdXC8v8vp6QPpbmmFMZFosNKYslyOQFpvraRa9j1RWJu+0fjWKIwZ0BUYrCfeGNk3ODkMle+gplXbM/AjrUyPx6tH4yqVu/IUD3QMWbHllxaP2NGqTKpkcD0eS2Q0PnByxcZF0I3Hbl0nL76b9z77Hu7du8/J3fucPTxjtRKbsd3dOTcfu8Z6vRaUVInCN0kSjo+PuXnjJlGcUAbUN8syikmB1nokmo+LoVKjX653BtuL7VW5rrh96xrf+72/m/e85z0cHh4SJyludEYICGSsiaIkWAu58RQ9FOkGKdht77G9C8b+W09dYDxlfy00bDg1SjrbQJwXxGiLal5p+V1B5+RQADM30tjQyuNtR1OXVCsr9zxwnE1k0MZjYg9vuNdv1ujajuc+9xxOOw4OD9jf32c+n5MkCZObc4n7jjwnJyf4zYayLSnbUnxVtaFIUtIoYlOW1E1DF7xdBUWLaTpZ8AbUchB/DaKpOI6pqmpEQryHw8NDvvu7fwfXr18TS6dAJ3pkqO38drTs7uxRFFOsdayXa9q25XB/jzt37nD31VfZrBZ0jYjx2qZjvS5xznJ0dEBkEuI0oyxLkiQlSVKUqpjOJ7z4ykt88YXPsbO7Q5ZkzOdTTCxOMVEoyAgxqiYywrc+X7JZN5ycnDCZzWi6juVyzcHBMU/cvo134ixQblqKYobOMpy1HB4cjSlJvZNUsXc89RTPffE5DvL9KxznLUI0zMFHBHmElneUjJdLazkwCF8zLBlW6AibzYbZbDY+q7Cd39b2wjfkyr87xRDn/gj69iaP4fDVe+iaJnC4XegOeZpW0JXJdDqib8OhLY5jHJJYOaxLYtJfo6KIJCBIFkbR5dVuEjDyXT3QWUGkFYpIRURxwqYvxzVd9AQRToHre1xvyYJHsCLBtY7eelZ1xXpzly8+91l+1/d9H9OjA1768qu88vrrvPLaHS6XS5SCTVNTNjXrVcn98zOmaUZsJE1SId0onCjgsyxjb75DXkQoHcIiFJhEJoLHYSJBEGPlmGUJsyLn4//vL/H7f+AHUal4mg9Wgk3Tcu/kPndP7goYoYQmKF2TBBNF1E1HE1LU+r4L612E0XEocBV9LzHcXllQQnnQbNdzpQx1246Ht6uIqFIKTSTBLvSPrMfDfjMIhI0xSCaPDyFESkAla98yxHjsYgSEfKgXhr1KHCi2LhTDzzb4UV89DA9e3sMa0PdCOWmaJuQAxPh+29V0/aD9UFR1TW9tsIdT2CtanCiK5N+dxK4IMi+iUI/F+hbrWoxLBBD0UlwOaYhZKuIxbx1FPmE6j8G0ZEWEx1JMYpqmoe07AYkiRWcr7KYhTSeUdY+z2dhhHe+7KomiiCzPUNrTdZ4k1iRa0607Lk1LXqf8/g/+Sdxpxe99zw+x+9iEhX1Au9ZM5zn5fMZ6s6HdlOPOYqKI6XRKWZbcP3vIl178CkmR03tPOp0QRSlNXTPb22Wyt0sURUwmEw4OjolMwnJxQWsd2vb4yEBkiIucSRphuw7retJEuM1nZ2coIpZqFdZQQ1l3ONcwKyYQ1iihf0a4qsJ5/4gA+xuNb4nC2CNqXUGO/VcBu/Ia4aWMW9dYlIXK/w1G4wOz59GhR3HC+OlX6RUBhRiQjQERlZCE4WETg3hrwybhLLb3RElCWuTsHx0Qpwk7+zssFyts71iXJVVVMZlOUEC5KSnLNV3XY5Th4uySNE+DET6CpMHWLkkp8smEs4tzFuuKtoditsPB0TXedvsJnrh9i735DiaFLM+IggVQZy192ICVVkHoJAtBNPpebvlWWmu010EIZyUezUjSGghXzXk/2rZJa3mAzKwwtrUhjoVHp40eY58HHtdwMr7qRztslMoo0izCqwStC7SWO9M5S9P1VBuJXVZhTVNeg9P4ji0P7k0e1oVT7rzg/PxcfFGjiKqqMEoEZ7v7M6y1TKZTuq6jLMvtIhsQ88HuDUJRFjjg4ImjSCgL4ZQ7XK+iEOrDQOEAxo7DbDbjHU89JQvAGx+DoUkSfvfebzmPUczu3q5sjrZnsbwkUp7YKOazGeVGvInn2ZzzizMenD4gn8wpy3K0fvNefKVPTx9wdHxMlgqSXW42ZFmCifKRZ26UtLAH14jFYsGD01PSZMITTzzB8Y0b/PInPsFHPvpRdnd3iaOIi/MLyrJkuVxydHSIbSvyPEdr/YiPMd5TNzXXr1+nrZuQIpgTJzG4Rw9lQyAOEASlKpyVA13oSqNqWFOHAmQynXL37l2OjoR/NxSAw5x3OExYV/qAWg/rzFuJIiulWK1KsiInjkJymhO/6rZtiaKUiYqk8NOaKEm27XoNbVWjiaXNHmgIWRSFmknmZRMiW01wWRi6HJNJznq9QUeRzAXrMMj6UveNhAQNlK/g5+6VQitAK3QaU3WVtK/TiK43KJNKGmZZcevxt/Ged76TBxcXeDwXl5c8fPiQzWZDkqZUTc1qvaJcV/impXWOxnsJYekKoiRhUki4Um8ts6LA2hijIlnbgl2Z0grXBdAB6H1P3Tn6rufawT5GK+7eu0e5XFLVDYv1msVqRVNLAMVyeUKSpiLKHawtIwlTMcawWldMdg2pEiRMfOYFKbTWYyIR+xodh71NOm/OW7yKiE1M52TBHNYccbqRV6exwRs10l40Ag6pCNkD257e9zgt+6RzocPjB53IWzB/vZfkTg9GacGuvAjYh9AYYwQxHni+w+itRXuxQ5VrMRyIB+8lH1r0/XgII3CKXVh/bdcLkBROyNJZUiijSXRC7zqSPJOodQTFVLHH6QaPQnsVnEI8XVuhVEyaFCRGulp9L/Opb1pBN31PZysWqwsuHn6aj373MZvFhtk0B2dFPdX1VE1J1QpIEiuFizJ6rfA+hmFfV4rYeFor0esOx3w2o/c9ja3Fp7j3OOPomh7dw4wb8DAiUYY/+Dv/PX7+sz9NW3uMTrC2GfU91gp9IY5jFhcLfG/pm5Y4MkTahGdc0ia//dlnATg4OKDv+5E/nGQZ1ot3PMgaW2tJk1UmYt23+K4Z+cxd0pPk4p6jrEUP4jyv8E6Nh/3ImDElb3jfbzS+JQpjGJAUmcTaCSrziOrVhwAND3iHw42fB4/ShL/eGLwH5UVqbO9t89PdG3hGjiEIPYolLnpAiwGUEbRgOIlMp1OKSc7xtSN5kKyn6y2bcsPJyQln52dYaykmGYeHBxhtcE6MxuM0HtFiYwxpljKZTcd2epymPP7EbTEVZ6APxMynU/Z3d8mTFG+kaTmqL7vwUCObubVaYqmHdhmMyJW85lExnDHiWenUlTZwcI/QXE3Hg0E4KbZcW8T4jRSMUWR2FbkIP4tHWhwpA9rm6TpH03WsVhvWKwkMqKoh/EQ4yV3XEfPWcIyNEd50VVXEiRSlYiouP+tms8ady4I6mUzG63B5eYkxhsPDw7E4He6J89BbRxacHHrXEelIMu7d1gqoDTZ/wxiKEUGPYTL5xibmwyiyjLPukihKSeKEtm25d+8eL3z5KxzszTk4PuDkwV0mkwlFSBRar9c8/tgt+l4cKy43G/Ld3aD6VWRFQd10ZIkiT2LuvHqHWTFhNp0TJxLeMHiyWuvoQ2vzbW9/O5tNzdnDC5I0xnvHM888w+m9+1SbiqIo2GxKrJM0MWsdSVpg4gSHYjLbFc7zZkPTdixWJUppDo+PWa9XMleVtNgxBoyRossM3OcBOSJ0IbbWPiMFZFiHlApIkePgYJf1ekWW5VeCHABc2G79yMMNsZrj19ue0t/coVCkWUYciZOIvdKV8mFNS+KY9XopLgrDj62v2DBqKYQ71zNahgVqTNu2Y4rmG2Oz27bDA713IsYb2tjeYn1P37RoE4ttk3c4BmGCH+3HtIroGsWmbDk/W1JXNX3fge0pspiP/eRP8v3f//1M0pRyuWa5kIjxpG1pOrF/tF2D9j2ukz1AG02kPW29IUmS8CxLUeQHZxmlxwP+oHsAQexkTRKv1m9/73vZNDWv3HmNrm5om466bdnU8vwArMsSU9ekgSvfBdvK/YMD+drh++y1wugYo0UMLt0jQ2/FtjPSsTjS9AJ+eOexqnvExvLRYsCFsClwLnQLNUTKo5DQFrzHhy6ItzB4JbswBzTfuLj4LRthLg2+2IOeyOHGzpm8TH3D0UEXAAAgAElEQVTVr9EHfag3CJw/pDTuuyu+4v7ql1SjNmHoMNvQSTZGAkSc98Q6pu8t090dFmfnAt4g1z5JE3xncU5AIKWsdLFdi7MxSonDknNhbXA+UARDUFi3YXc+419/7udJ/TXefuvtqF4TaXEO0TqiKDKqqqLranlGtMdpKba7VuaDyjJZiwIdZkxW9R58TRwJEp0kMb6L8MrRrTuMSnnX0Qe59pFbZJs5etZTupK+tYFaI/NIagA52PZtR1EURJGhrTriKGa9XvP+97+f+Xw+iu2GGkB43JKsOoAdznn63gq3P3iYC5iTMZlOOD+/GIV1A7jUdz0KcRlRXsSUw30YtDnfaHzLFMZu8In0Yigv3XexP5GzHCF9yIcWidgFjarvKw8DY9EnE/iqO8JoYTPy3pALTTgVhos+LNT4sLHZ8GnOBo6xCk4MIUTDG0mAiwRZieMMbTKs0/Rdy+H1xzk/OxVlsCcUljoQ94GATKWB32airZdlFEWYKCZJUkRrrEa6tUKCGAS7lZ9NaCQGlKTsoRTRoNrVcrIGAp/sim/jcJVCsaqUwmtxUhD+lhjBa6Ug2iYKijn8lc8f/u8DZ/zK17haeH+VEh2xt7FWeMRyKEiYTWcc7O+zXlVBhexoB2RShVSqt0jHJO3GmNbZ8XQ6CMK0VhSTnMViwf7+vgiWGjntDqfs+c4OXTtYlAUu6nA9vBRTybCQOSkih8J4EDNppUbx4SDEm86mjG/2awwd2ofeieK6bmo62zOZTZhMcpabC7K8CG4qavQJHkRXxhh2duYkSUwdkovW6zXrzYb15SWTImc6KXjHk0/S9ZauswFllM1E6BQahefmzZvcO7nH3ZO7TFTBcrVgtV5ibc+mLGlaue+T6YQsSViv1zx28yZliA7Nc0E/pYASZGg2mzGdTdBGs1wugiBM+NHoR2kNKnDWB0s4cVnZ0rWG18lft2hRlmc0TT/ShYZuyugNG9YkoWq9AcX/Ndp6v2VDQZqlYyGrAm/SGI1xJvzcjjQV6lXfdQFpNOMG5IdDnbX0VopjbWJQDk+PUun4jI5rllL01gl6bv34vYRlVyhYUUTTi7dy2w8WjRrbe8p1w3pdkqYxziq63lPXjt5qPBFoqBvHg9fvMi1yzh7c4/7pfS4XC+FM246qbjBhE+67ns2mEkFzFNHWLXXXAvr/Z+7NYqzLzvO8Zw17OEOdqr+q/rH77yZFspvNQZRsWYLlBAgSB4nkAA4QQEaci8gI4JsEyJUQXwTIrYBcBAEMBNJFBkuCk1xlQhAhsZHYcRxHGUyJbJJik80e/7HGM+69plx8a+19qrvZpOxmU5so1t9V59Q+e+211/q+93u/96WuRemkdz3B+4FqAQxlWVMqDqlsEZ6u3/EzL97jG99/h9pWLHdXrJYrei/jVJp/dn1HbSwmgw/brgOlhqDcqIrrq2tu3TqkaeuciGXAQSmST5CK1CZCB0yZKahydbBUU0sbTkpZ8k5l5aZ8RdnYRxBZCTTJ+4Bh3FczrvRTS+jks8oevl95jNlyeAhekbk2Nm6PUqGpfM/Is9JanBxjHO5niTuAvGdGGa+sWhGDBGviLCiqSiYpUU7RKQdlDNz7qrLsuh6Upkq5OZJIDJ6geqxpsqlQRVUbdptNRjsrSIne7dh0K66uzrh3XPHsvOJoeko08nxaE6mMgeQJURN7sb+ORtYbpSEERwgS9sWs/bter2TfqGtZ9/pc5cmVhUJh1coyNUccHN7i+vsd8xda6A1pkuMuBVGJm289aQgx4LzH9SXZiDkp7nnhhRdoJhMOZvMbTZHFuVft7WkDddWIo67WltlsQUrQZcvuUl3y3lNXFS4EqsqKWVWSfqmYJEnQxtygyX3U8acjME6I1FMJ0GIWScvuamUDSgOaGwdOVgkePmjvGmOQsjvjRidI675ecT6UPB3Sjwz7awVF9G1QklOIu9iIgqa8mZCk29XULaaagp5gVEPdJqYHp9x78JCUvFA29lDTcg0lGJVSLsPfds4NNrVlcZImFfm3j0E2+ZCR4Qg+pFIBGqSktNXovbHSSYTRU2JvoxtR3DFgjqRsK6rUh1HgQVasjH9MeYzVuHbuBd83Fqj8s2J/LYmKAiSQr6xl0rQc37rFcrXGB4fSsF5rIdwrSTB+WiVpnTv0baYKbLdbCdKAo6Mj5vM5y+VyWKALIjebzaTKMJtx6Vx2QBvHt7wexo23oORlvpQGMaVGs4ySeR8dHf1IHlU5yvOzXa8GVYzj42Pu3LuD2y65+MEZ3otNaQhhaPx85513hq54MXqBo1uHnOgTfPAstltAM5tNmc/n9LmZoq4tdVPduP/lmufzObfv3GbxzgHPz57Se8X7jx7x6iuv0dQNKHEGm81mVMbyrW+9zsOHD9ntdgOvrzLSGKe1JtrE4eEhIYjQe13X9LuddCfDjbm8P/eLXndB81W6+Vlz+kLhpKSUmE2nmCJRlnmO5RgqWvl8xZDgpxUTl5PbyuJ62YwKJ1JrTdf3pBhw0YmUppbqiMrJkDgw6qGCIWt0ds6McbB/j9mBMElpDHJJM+Xzp5xY+UzhEMTeoHWNVjsuL5bsdtLco3VFCLBc9lxdbplMQqbjiF1vU0dSNlyIfc/h8SmPnz5jtbpit9uw63a5scrTuR6bFF2mMK2ul6RpwBpD7xwBcVPr88a7bUQW0lQVlR6VSrTWA8Wv/CyGwOXyirYxbFZrTo6OeP7kiajQdD29d3sgQRQr8t4Rc7UvpsRuu8U7R9POuFqvOTpYCBFwUFoSCpLKEXBpkiYHQTajoCKXV+huJYCRKqDKCJ9KeQ4rkd9LMWKUEc/YPYe4cT5nAOunJqqSGwxJwx6vkDEo1Zp9TXiQe1P4x0MSCDf2rJIwiM30+D4yulyqpDKGEUUQsIlIRCQGowJtKqJ3gqirEWjSRqROM3YnMY/SkDwKj7USAGsldBqxHI/SQKgV/a7j4vI5JIhqw5PzH6CSZ9aeUtuJVNKTuMbV1kolznu0qsTkohIkuOwrosFOdq4TtSitEQOQtsU5eU6N1gN9CJ/olj3urQDekiqDPZX1EhVwyoOTJtkQo1R0+x5SoqqkItx1HYeLQ3wITCdiElKqyKL3r4eguDT2iYSewvuQE4d2kMJtmmYIuMVNM+T40YjWufe5isKQoFv78RXmHxkYK6X+U+BfAZ6mlL6Sf3YM/FfAZ4AfAL+WUrpQsur/x8CvAhvg11NK/++POkci3WhcGSjGqjTngCr0htwZOzrRjHJfRdZLgrQwlDmstbJhak0RjpfgTO2VVhVWa+Es7R1RD/hnPsxQHixRX1IGO6AuNUo3oBqSqiSgBHTSOcgXDU+Vir5pGYRC6YgjdELYe6AVKXoK80Epshh7/px5844wNNbtB4vDgqBGfVx5j6D1MEqAfTBYKO8fxiSOMktlGD4U5Hwg+dhHi8fX7GXv5PKf94Bcl9bSDFPVgcl0xuHhkaBvSu7hbrMV7/UEHxUYfxpzFyW8bhcC8/mcuq5ZrdesVyuR8YqRk5MTLi8uBiesg4MDvA8cHx9SVRXL5TLLJpWkqHyJicp6s8kOSiaj92Pzxz5qU+75IGivTZ5fe/dif5gK4q81Xbdjve5ZLBbM5jOqusJUinTQEHXku9/9Lsvr68FpTqG4OL9gcbig63b40PHCgxf55T//y7z22peo6wqjFDEqbGPpO8+TJ085v7iibhom0/ZGglSOuq557bXXqCrL7/7u7+G8iOWH4KmbAw4PD5lMxTAk5kTh7OyMruuYTqdcXV0xaRpmk4koG+hsWdoJ9+709m2Wl1dcnD3f4xnqIXncD4yHphUfh+QrkasdqTTjgQBrGlUpuuz4V8xqpGoyInIxB3/D8P+QwPhTWXeTcMFjiDee6bLJlKTcxyCIVCVyepvNJsszWTYbB0oab5RWJO9xAVQUzeE+I8mGjMzvVYv2ZSO32x3drichTafBeWazhsfvneNiLldXlVAZGsPxnVsYJHmsjJw7+H7oB6lmDZEt/9Pf+fvcu3fMyfExz88vWF5f44K8Zrde47aCqpGvebvO11ZZoq2GykiXG6KqujyHuR6QEmavwkYC1/c8eXbGZDLj1mxCR5RGLgR5jUFQK+8cE1vRGM1msxGV/lwFCl6ssq+WF3Rexr/re7SJGCuqNCknK1qP87gARyhBjo3WBO+yCcjYRF32xRJMjG5gSpwKjWj/xpKEkzXYZeKIznH4MEf+U1lzgZiVXsj3rjTQ5Q+Yq6HxpuMiUuaPIQi3HYZgrDSUxxByH4AkvYXiWfYqkSfUmVaRXffy/lnACUGdKyrb4EOxjM90irom+az+Eb0oYiSpFiYi3vegRm6s0kLZ8KEnJo/VFqNqrtfn9P2G4HbcvhU4XtzBmgYfFJvdlqq2VKYGFQf1JlCDjXMIIQMGYvADYte82UnFQhswOZBuG1GfkWheaGDGRzaPNsRKY5CmUDNLYuyjApfLDU3VEnpPW9W0meYQQuDi/JzPvfwZVuu1IO0hiPSnUmIQFYTDvdvthubXuq4H+hBJ5UbvemhAL9zy0ucyGi8VWqgZ54FSOc744cePgxj/58DfBP7W3s/+BvB3Ukq/qZT6G/m//z3gV4Av5K9fAv6T/P1jjxTTnuSHwhRHtSS0AfGnj8MNDaGUlB3RO4J3eJ8bwVTKJgAaix0GzlYWzGjLKxwphcYMci1k17ySUaYkhtHw0YEXOrvjqYiikuFUNUlVFNk5RUARha4Rx6Aw7T/GSdQEUqFBENFESQaiIApDBlwCTBgeVvkoZZyy3EwKefG4GeiWxVPnkltZQPYXj32eFtzMoEGakQeUaC8gHi8IebjyIqx0Isax+UNQnmy8rbKblDYYW2ORxgdsxAcFTg8lvroVrnU7mdLsevou4L24OcXwEffnU5i7IUba2Yzu6orlcsl2uyXGyNHREeu1ON9VVcVsPif4xLQ9YDabcXZ2xrQ94Pr6muvra4LzFPcqqWApfIBZOxVL5t4DYQgmy0I+n8+HDnKQkuBqteIb3/wmf+lf/UsY6sErRxUGgLxyuFlKKd5+620OF6dUlcVaRV1D1RiMPcBUhl//9b+GzpuEc2IZjFL03jOfz6i0kUBTJiUK0fz0SRNtZHnu6P2cJ888SV/Tzmqmqh4+RnGyKp3wn//8F/iN3/gN3nzzTeq65h//4euCOPSdNJf6wPPnz/nqV7/K7//+7/PCCy9IwJaleErT1+GtuSz+7Uwa85Li9v37zA8OeOetHwyUFB0TSd3c3Mq8Lp9N6VJSzcl6/vASSCgw0GjDer0h9pHpdIp3Bd0zI+KmIqhMB0sFdf705y6A35NutFoTSbnxbhTGXyyOCAk2WT4spUSVlQqWqzVVbagqk2k9lra2RNeDEqm3ZtJidSUczujxfU+Iio3vcL3Hmpqzi3Pee+cxu03g3v0XhEJmKhZHx6Bk7eicA6XFrjZGUuhomqnQLboOU1msqajyWthspYHtf/67f5+koG0bNruKECPr6+WQYO4fMQktJBrN9uqSEAK3b98eEiWJfT1JiQhoKcgaY7BaqlzeOYLznBzd5TMPzviHr/8Rtqq5Pr9CG8PRrVtcrZaEXPo9W6+psnRd1/dDmb9pW7xSzGdHgv4RsQRMEFQ9qgjJ4p3YzltrR7m1GLGZ31pZO5SmBxpFnnbehczlH5Uo9kEQY8bgd2wOllK0Sx+pBfuTn7cJCLKDGlWCTNGyLfuSMQrv0oDYlmuIGTSISRRAClJpTJZfs2YEcLxYEqcSvCqRElQEkk/iDErKDo0ZkVRSwUsxULUVcZuVlBQkEzmYz7l6tgIta7WgsRptsq6/USQCodsOlxoziFaUe4LruX/8M7z9+AdcbS5Y71Zcre7x4O7naNsp27DB9jUHNYRQsd1tiFVg0rRUdS38/pSyRGgc0NlC72nadpCWnU7z85V/N1TD1hA3TpoDrxXuzHPwmYrjh6dst9fMpoHPvfR5vvO918FqlBWqStftePPN7/PKF74IWtPMFzStcIkxmunBAavr66yqogZwqVSUQ/CkOPol1HWN935I5AsIOp1O2W63EEajocFnwf1oJaAfGRinlP6eUuozH/jxXwb+ufzv/wL4X5GJ/peBv5XkU/+fSqkjpdT9lNKjjzuHD2HoatdaU1lRNCiRfozi4lY2ZO96UhBksaktVa2h0hkiN9hKDx2IxsiGLdJh9VBKKlBrKgixAmXqm7XNggjf+HdAmobKofIwahQ5IE7lXWmwLx4etpTE/W0v4B4pIJFCkEgxQvAfYXCROTP5q2RJBREXLqMSPdo4ohpl84OxbB2TZP3lv0tQUMr9+yXjfaRrpFrIdQ5crb2/I8GuIMox7Zet1ZA9F/GskTJgUFX5bFD5iDEhnz8QkgMdaScVizhDa1gvNcvl8iPJ9J/G3DVac3V9zXK5lA75yYSu73HO0bYi8r/b7bi4uKCpJlmrsuPevft0XcejJ49uoHUFzVE5GSgL0gfR+33+1WQyGTJkYwyLxYK7d++Oc6vcy49K7hAU5f79+yhqVHa+0sYOTofVYiGBUt8PJceQFxqy5WlB74owmUwtQ9wGUtQEN8WoCecXT+n6cyYzzWdfuof+iMSqXEddVXzuc5/j+vqaL7/6Rc7Pz3nr7fc4e37OyekpL730Eiklvva1r3F6esp3vvOd4W/EGLGVyAeFENhsNpnO0cF0wtHRIdeXoqahtUZFSUjL+JaFOc+jYfz3pcaEd/fhZp/5fM5mveHy8orDxa3h85TnRP6oJA8/bIn+NOau3HxDmyW4ur6n327QWrNYLNhut1kTVeHyxqO1PG8tihR6ppMGjyMkcfrqXaD3+VkOHlUrnpydM5tMMbqi94L+X11v+c4b3+PunXtUtiUpy+mdF4sDtPRaWFAqI5cxUtcWrYXW5n3E2GI6BE1riVHWFqEeeQ4ODthudrzyyiu88cYb7FZrtqs1fq/xt1QhizU1SMVtebXBVpXoyS8WHJ2cyGuMRZG/ytwdEGM9PItXl5f8zd/+Lf7qX/krvPXf/zfUVcvhwQGr7YaLszPW6zXL1ZLvfPMb/PzP/xlAysbFqMn3PWtjmB8eESuH225JSfoXkq0wwWC82FAnPEU9xRojsnMonBO0PvqUNbfLXpNISpqabaWG5LCs/6XqFKOgjaUKaweUtVSt1IcqHp/avJVzZW73aMCjlMra2EJdKI+XMWawkEcpKmNurK2CLo4AkbWWYIpcqpxD5Tkj5wFSEsMXRW4Q88P+rDAYXVPXaZCLA4WLDmoByaytiOR9LSqiMYgeeAVRU7wcnO8z8pxIqUMrxWpzzcHkgEk1oa5bVtsV/+jrv8+muwLg6GTBYnLCvfkrnCxe4M7xXSZty67bYbTNjcthuOZCM1uv12xWKxaTKV1BWZOsW6V/JYSADtmyvUISyWeG1WXg+ruXHL92wGSu+K3f+s/4q//Gr5E2Pew6NIqr83N+7/d+l3/pX/wVNmuRLW2aBmMtnXdcXlwwm04JuQJbZA5BGmPFhCwMFY6mabL28XSocM1mM6GfZlZAoTJOJhMmkwk+xcEE7Ycd/6Qc47t7k/cxcDf/+wXgnb3XvZt/9vGBse+5vHpOVQsPpqkqYl1jgskBVITYY0kYC6rSKGVzfJt1fW1GKJURlzotHedJorDM5TEDmjkcOUgW6kZmGd8Ijp1URPMKoGEMMFLKUjAWlAQzA9cBcmSaBoenIbiOKbu/jfxoTcoIr2hkloC6PKg+BHrniFERvXRyR8h8HEs7qWmtococ0Qb2kGYhdJgkiCQ6S55HoSwEaTbO2bX+AGJWNvMRYYTyhj30IZLTZS08N8XwR0W3NY2Btc5yVWrky8qrxwDDaE1tK6YVxCYQJoHdbkNvN0RrCW0LKSvmEIYu7x/j+ETnLkpxcusE13liCLS1oa4D11eXrJYb3guPeXD/AQ/uy0O+2qzxMdC0E66ur5jN5zx7+nQoa0+mUyaTGav1VixqnaNpmqEpAXKghnSwF7OPEAJVVXFycsKrX/wir37xi4y6vR9/pJR49713ODm+y+HRAbaS7mib70FIQW5pljlLMWFiJNUV5GZMFRMpGZEIjKIpu1kHHj26ZLVeA1O0aYGK6AzLC3ib5zx88Xgo+/rOS0JlciXBGAiB2ycnvHDnBbrOcXr7ezw7O0ekrsQx8M6dOyyXSz7/+c9xdXUFKJpWpA4vLi45PDzk9PSU6+trttsNlyQaa3E+cHW95PDwEJJwCPUeYrafjJQxT8O/x0rM/qZcKjtFXcb5HmusaPTmPyCJbRxoGX+C4xOdu0opdGVISbFar3G7HcSEJ9F7j7aWzVpc3Q4XB7gYOb+8RFtZe7sY6eOa4CK1EZpFU1VoG3FK0XceGypIU95652xoOi0B2M+8/Dm8kQTbWlHBUYDOqJQ0lQkqZ7TOHf7SxGMr4dvKvRGwQqpQoEIkhh6tDHXbcPfOHWpruXfnDk+fPuX9R494/PwZV+sVKUahv1hB43ymcN27f5+To1scHt2iahuaph1cGbW1JCV0mgCkqFAOlIWgZC2fzyYsL5f8zu/8Dk/fe8z1compG6JS9N7hg6DDP/e1n2N5fc1qu7kRqJcScr/dsbFLFq6lai3e9QQfmE5n5elFgzRdZUAlxkQPuCipntaKjetJLoq5ioYY/YCkFbQtmbHhOpnENNS4JEoCZb4opYmxGN78UCbQT3TekpOfRJRG8Myxdt5n5NgO+9egYKK1JE1mREcHgCfTM/vgcd5lm2Kp8hqtIJuFxLweK6VoDKTK4oOXOakSqhLn3lK5JWVVLTNYvWKMwtExSS06iCtepMJkjY8UApaKTddRNxUxii27NM5JH0oMidAH+i5QaUXcbYnRcXhrzjzKXmF1TdVYVukJ77/9BuF7kZPFXT5//8u8+ODz1K04J1o9oVItSoGLOyrbcJCVh66eP+fu3bvSTB6FE62U7DlJKZx3+I1UfJMFE+VzPfl/lszuafxMJCD/w9/8j/izv/Bz3L5zwne/+wa/87d/l+CgtparzQVKKWYHB0zmosK1y5VWkQ/N0rM5QanqiqrwyKO4zApH2g+AUUqJ6XSanVnTADaB9AFF0tD8/sOOf+rmu5RSUgP56Mc/lFJ/HfjrAA/u3+VoUVNngri1silLQ48EqyqW8o4qjIdMH8hyOVXhrBrISgj5RaBUtjv9sD+2xG/l4xd1ir1MuKCsw/UKfSJfQ97YMo2iFFcT7Eu/DZ02cCO4SXsBtiaNngu5xLo/qEXmLPiEcwHnAzGBMoqUxG2sUs1Q8ivmGj5n0CEvGgMXjlIWHi8zA9o3ELARzVM3monKMTTpxb3Me3i/HhKXD71vYF8zZH9iRV3KdYqqFq3ISMRFz6yf0HczEsJfbOpmcKn6UfIrH3V8EnN3Opvx+NET6qaBJP996/SEqq548vgJs/mM23dfFO7Tbk1VWaaTCecXl7z39Alx46RhS/4wVVUzmy+oJwvOnz/N5acuS7FVlM7eMm7lMMYwm0356s/+LP/8X/yLvPrFLyI16JRt1D+i6TQf1lp++Z/9RZ4/vUKZlFE5QVWKCkvK9IGU9UylCSjloEQUUCDr/vrE9fWW99/ekdSM773xA+YHgrwZq0BZzp4HLi8dJydbDucLggtCkQgxS2elwQBFOKg93nlOjo5xfc/Z+bmYTMTIk6dP+MqXv8LzZ485WszYbjuCDxwsFjx7/ozJZIZSO6qq4uJ8i4oBu1hQNS3zxaHQlXIZ9kbVQxd5prHBtKBTef7szwm5fmPQSXoTvHes10vu3L6DD71s6Eo2aBUViZHb+yc9Pom5+9JLL+UKhlgVE0QRqOs6ZouDgQrknOPi4pLij7RYLAQ5Sw7VB2Jr8c7T+0jvI0+enhNQTJo5Snsul2uMsUOyUMbJxCiudpQgN4+h0lhjcb7D1IoQpWJkdOFKjii9NBdJMIsWJNP5gLENRkeMEfS5cz1RKybzGaf37vLw6orlRvTlXd8Pz59RmtpamowO26bOiUCubgE6l2wLgICS57fzAVxEqyRJ/cGcs6fPqLJKzfXlBZ3zJC1J3/nZGX42ZbfbsTg8HBrulJbSs3Oeruu4/eA+tq7RdYXVVQmhkLVAms9CGA2AysahojRYF1toZa1wWTPtoKCfddWOTWslmFQGU1mUV3vNpMKFLfta4c/+SY5PZs09HAKj8rxKpdkO5fIPVkn3zn+jUTkWyT2lP7RP7YM249+RNW+92RFJee/KmufGDvM7+CBAWU6njdaoqmLneiaTKX4ZqAbKayQiqi+6ElWVtm3xXvj9iYg2iio3ylaNISYxDtJGem404kHgw3jNfd8TnSScVhlS6rhw7/KP/u7/QmvnfOWVn+NLn/15anOAc4EYVQ6YJfhvJzWb7ZLVOmJMRVNPiKka5n3bjo1zfd+jndBUQ/C4pzVv/x9P+Hf/tX8ftUjM77fUhwaHZ9YesfJrgu9k35pOJXlbr1Fa0+S5WOhcRZsflXj+TO9RgiLzuahaFI1/pYT2MRhfJZhOpyOSnySZ+kk53z0pJQ+l1H3gaf75e8DDvde9mH/2oSOl9NvAbwP8/Ne+nE6PZmilRfBfG1BmjPQVoLKA+Y2AVQ1qE8NaATcDgIhkcwBpL3ga14+hvFJkbsoPhyBXZXqEMkKVyOcWa2OVQWIJPlIiZ3WZUJ8yT7mcTGvhHKvcLDCc0Gcd50wbiFIG8y7inGfXyYLvfRAuEoIWlw1cKzOUzMsCKWi7fPbee1yIe9eYGwdSyghACeQZZfHI6JgeFRXkI4/jOwTBZkwgJCgfOcbjjRiHQdKXPS3pmG6U8lJK6CyVVVnDdNKy6GZEF1DKYHYdXSeLUDuZYOuPl1/ZOz7RuXt0fJKCD6RGcevkFnXbsvOeqBUHt46YTCa44EEr5oeHTGciJ2bbKb80n+OD49mjR/zR1/+Q3XbLer2maqbce/AQF5xiocQAACAASURBVHquz86GbHgczzEL3hftPzw84sWHD3nxxRclCNnjCn7c0TQNh0cHbFY7JOgQDj9VQfELB55ROUAbQgwE59DNKPqklDwPPiU6n6lDcUK/VZz3lxwdz7BVy2bn8XHLW29v+cqrB4AERClnhyEIh0/HxK7raKoJWmkODuYk7hBi5P3Hzzg6OqLve9555x2aGowFHzzbnSDtQp9waD2WzJu6GjbN27dv8/3v/jEnJ8dACYr1jWco7tnTfxTCW177wcpHVVdMJhNe/9brfP7znx8ajMdNWZXCy497fKJz9xd+4RdSStJwpJIYusQYsJWl3znhaAJ1U+F6l40NNHU7ZbndElNks1xztXG4qMSJUhlsVRNdICapALTTCp3HVWlNBOkjMUZ6Q1KiznbmhS/q/U7mb5S1QmX+sys8HcTkQasqN4bJvBWwQJqok0qgI1FB084IKGzT0MzmzBaHdH3Par1m1+1yQ3deHPcknmxVZ31cI2i0kv4TH8EqICkx0FAKq4xQkIx8hlo1HCwWuBhYbtasNpusjtGhE/S7HddRdOGXl1d0XU9MEVPXTOqKdjrh7ukxR/M5dTOR1j2lh4aypBWhFwdAGRfZ+YZwLElwVlWavveUyaZzZbDM55S5s1qKidLEHcF5J8G1HlVxQgh5kVeoZPkxMeNPdN4e336QhqpNSdBjroxqUS4Q0Cw/rypTlhKIlsWIzO/TRobGWgU+60GLl4HQpmKSMQo+K17t9+togXlSqZxqSEnoigqpBmolut911eLVGp9CTnKiVNyUJoREqgTNT9GJ1TiRkJDEVGtCUrjQo42mjz1aKWnQy5RLWYs83gWS8tRVjak0fdrx5Px9koF2ZtnFK/63//t/IHrDwfQWd08f8uDuy+LLoBKmEYtplUT2LLhI8DtIohZW1rzy3YWAVoraNKyud8xCw9TeRu08013L9KiBA5G5q+pEq2e5L8BKU62V/aVQZieTyQBSVFWVe4kiOqtWeO9xzg2foYCC5X42TZOdIZUg+KRsPuQHKuIPO/5JA+P/Dvg3gd/M3//bvZ//O0qp/xIh0V/9OHwhbTTtZDL40kmzih5+h1JElXVHMzNP5fL+sFEVCsONTSbvOomM2n6gi7bQKFRpkOEGujv8DZUtdZUe6BajHJlCDTrIWY+5mGgUNGgAhot+2qgvrEhoJQFEpHi+i/5f7xyuD+x2PX3v6ZyU4EigrZECjC4IrRrKtCVQ0kqhDIRUofMCkPJYiL5qyBvR2Bgn68A+77n87Ca6VTL1/a8SIJg9ybHhq4iol8+HKrrqeWLrAfUoQV8CbIJUKXxMtE3DbDbFhSRydCFiq4qmbZnNZvyYxyc6d1W+JmUNSWvRZ/Vyj7pux3q15t79F+i6nGEnuU5jLYdHxyQl12KrlpQUfe/Zbjb4vuPw6BZWW549eSLyfKUJQ5u9JAIpBWtLVbdMp7O9Dl5NSKJJOuRyJZHZowYlMh1JPDekOVWJDKAypQoyppExjV3hSksym/dl+ZtaAh9bJXZbT1VNALheXjJb1MzshN5HNus1/9/X3+alF19kPpnIJ1EKpYywb5PO7BxxUKtrqRLUnZTJjdYS/B7McF1H8GJZ3dQVMUTWq2vqZsL11TW7rcUYzXQyIQTP5dUSaxQpBBaLRebQaQneBqTnptLKyB8saPlNxHi/GgSC4k9nUw4WBzx58oSTk5Mbja1Ky3Pw49aj+YTnLmQuZRWwSuOtzdKQluDDMBYKxW7bs1ytiQnaSeBqvSQlWG97nE8kZQgBMImmqUmpR2v5G1bghGwUJkEGSTiWKaPGeZmXhuA8hmpvvsZCW8tBjhXya167y3qWqylaE7SWhu0ESSlM3VAn0eXVJogyivc0E3F8dN7jSlUuZdDA50pB3kNkDqiMlo89HkKLKXMCcaeLoik7O5jL2qCkma4+a7i+uqLf7ki5TC/XJ+o2pqpppi3zg7lwm48Ose2Eqqrls+cAK8ZICmIGklf/8RFV8lmrStQ6BA1W49jvzVE5tzQv12VNycCOUgz82P2ELmuzSHX2x5u7n+y8TbkvJTHc9yEpTWMg/0GVpUKrKMFsoa+pWFQhiuudG+6rypNSkOUiDSfrny6uskqjdZXRdKEXJo0kKntzJqaCThu01ZlCPIIcOgflIXq0Mhm5L49L7vHRQhvxylOZGu97dAYpPij/2tRqeIZirmC7TiqPMUWenz/h4uKcumqpp4rrneW9P3yTST3jy1/4MtbWpFghFFSpLtharkNjh/6nAs6lNEq0xZRwXQSnCTuFdom09nCr5+ClKc1M4eJOKpO1BW0IGYzzzu2ppDAE3qVhsugvp5Ru9F+Vfw886JywdF039K/FFAc+/ccdP45c299GiPOnSql3gf8gT/D/Win1bwFvAb+WX/4/ItIrbyDyK3/tR07yMrFsPUy0QUtYfjm+MJX/y0gUFCCShBneNLzjhtBipjRkvkCOq4VAnlEAirvS/ulUgXRG9O3GIiRPmgS2URaYFIuTXhpibaUKp7eoUOaSh9pH5UbpGO88rpOgeL3esut7eu+HSWGsIYSx/FtZS6wUMZoxi80BqtE6S+98sCHvprlH4QHfoHlQFqGbC2pZgPaD4gG93k9YGDeU8RwpJwQ5T9CCUOxnoFrrPXKKxvgwNAjUlaOqepy32BCo65rp9MMub5/G3C36lCFF1tuNBDox4fue5fI6Z7Y9rhdtSRURBD5vop13bLZdzseEb9l3HefPnzFbHHF0dIury2tBG1UqdQkgj5HNC0SIKG3xXuyly2IoczVLZRVZilTCvgK+iRXuZNLiek/vOlmwzUxKgJQFinx20as1uSQMEnwoVaRqFcaArSJx7ajqBhc6QvSZ85UgBYLv+ME77/HWu+/xhc9+BqvFTQ2VMAEqK+dtTcVut4M8j1MSYfdd17Fer3G+52gx5/y8J6XIpGmorGW1WnN1dUVVVbistBBjoO92xBQ5OT6k2+5YLBbsdrsb83l//u4ruYz0J4bFWeV5/EHqESSsNbzwwgPe/P4P8N7vlWulz0B/4Fyf5twFqe5UVQU206KiqM74kG2HXWLdb1leb1lvepyPXK8C225DXVf4WAIwO6ypGvH/MVoMDKwqCU9pQI4ZWohUVg+bYMzrc6FfxSy1FDOvnb3xMkplWo8gmCEmqQxqAR58DiBCBg2SMWhbYeJYYRFZNqHv+RDpup7eSaNTjIloJRioMlUrDteXpE8jSqC0DwRItUN039tGrNwPm4a2nXDr1i1OTk64urxkvV5ztV5DyjbFiD53M2mp21YqZIsFtmnA1HKPtEjZGZWpYzGhrSEg1KbynA73warcxE5WbBjX332QI+UgIuZrCHtBJUlUOoZAQo1oa/zAPvFpztuwtyftB8H7n6cE87IHj8lN/pww7IO5/0WN4NmY5JJjjSTWWimitKD8BcRLuXKs0HsyckoqQlr03ZUWu/NxoORLJTXs00mJPJsEmNKrkdRew265pr1KKzEK1SgbnpVqlc5VW6OK7vj+fh7Y7ja4botSotZS1YpNf85b7/+A48P7/Gz7FS7On7FaijpGU7dMJzNa0wptCan2eB9uoLWyF3kI0ClH6c1SzuNXHnXmMall+rDGpF7A+JiTM6RPgD1KS5ESLCpIhf9dALT9WKVUNYpSRflc+2MnEnj6R1LYfhxVin/9h/zqX/iI1ybg3/5Rf/OjDpUZp3k67v9RgNw4Rt6dZTTT3ktTzs74iE1G3le6zuOAgA2OaVkFQCkrNzKV86gsyK1F5H5UWGaQX8vBcEF6U17EU4buyeW2wVhEiyB8QrhfSeqHw01LOeMMPuJcoO9FW3Dbd0Njj6CrAe9Fjy+GgEmJSrcDUpy0Lp2CaCUEea2MlBdJe8lHbrbIi4GMUdGszImK0qNs3AdQsgEd03qwgpbFKC/TKeUNcXzPcOqS5CDn3UcmVP7MaNA6ZcMAm7+M0BGsRzuRKSp8p/3j05i7ZRPvNjuilw3O91ISraua0zt3WV9f0TtH8pGu3YFShIxG9MFzdXkpdq752p1znJ+fcb1ace/u3aGbNqYiVyPvLXa1KSVMto++Xi559uwZp6cntL4WjcphE1AffjzyWFe15fT2CZcXV1xdXbNar6gqS61qtM7BYebSpTG+ppQilRH7TRQYK5zdpCLOi031zq2YHUyYLyagEuvVhpAcddPwzW9+m9NbJxzfOsJUFh0SxirqMj8zUrDdbm90nj969IjNZoOtFZPKDgFP4REeHi54dv42k8kJIF3/51fPqeuKO7dvszg85PnmMSEvvvv3VMZJjHv25+4+ZeLG5smYVJb3x8yNVUrx2c9+lrOzswG5CFF4jcUh7yPm46ey7nofsn54oNv17DYdzke2XYd3CbdLLFdXYk9bN9hGsdxsxVXKGAxi0apUriRESfBFB1eSnLbShBtLugTDffAYa3OpWg1oXiJzhrPFL+gcIIiEZVEqkiU6oLQhJmlsyrYUhFQas2QNieTqhq1yEl6CBysIbFLU1okCQHR0vc/9HG7kjTICK9YYuaaUqI3YJxtjZRwi2bmzIiWHsRVt07I4XHBycsJu19H1PY+fPRUutXOC0BqNttlq21om0wmVrYlR9F1TXmuMNtg8BnJdgp5rVZwkIwqNj55K16RQPABurt1DGdwHTKUHCUi5R9wIHjRkRQBBMbXWMh4fnos/8XmbEHRQfeD8hXI2NLSX4AkGAG3kAPeS+GUZsIKyO+cGXVySPBdkfrtQewIpBmprSFERohKp0DQqOe1XMdKe/TsIoBX7mBF5jVY5oMPl/zZoLWhs2R2HmGNvzhbKgFU6751x7/xiYBFilBhzD+yS9dpjjAVrs3bxmvBcmizv3rvLrcM7+Ljhj7//DR4/ek5VGe4/uMf9ew/o05RKbzDaUtkJ8+mcGAvtTGGt2JS7PqKjou8dTWMBSwgatdM8vbrkeH1A/aBhMjdsd1ucCmhraKoaXcafMelJBdAMUvWxe3zyQtcsgXnf98M+YYwZFFkKFXRfceiHHX9KnO+SNH6UjeYmJCuHYtjgpea2L4s2bkglZ1KqYGJyaGWJylO2dJUnrVKamDUR5W9oSn6orUWrEeFJGQ0kBVIQfmX0AedHGD9HC5ROVRAaQbE4VhmVLlSQ4dlOkj2S3xqDdIE67wmUjXjcvCVj90TfE12HST2KuQRN06lcuRVukGCuakQVcsBhjBV4SCEqEQjRvwSpw8KYRj6aWGLenFTCJ5aL0MPvUjnNh44SOKth4ZBO2/2HF8rmZbAmUVciMROB9UbEwGPmEtV1zWKx+PCJPoVDaS0kf2twXcRq0CqRgufFB58h+IDPWttrH9mtRed4udkQgudf/tVf5Vuvv06V7b8VY8C1XS95+60Nx6f3ePDgBUIIbLdbum5H8N1QLhLr7EYCv7Mznj1/xoOrB0ymjUhMURDNHBx/xHXYytIqxe36hMOjBdfXK54/P+Pk5Ji6sfgQ8FHQO3HnEjrQbNoKepbKvZTEra4tVW24vnrO5VnANJEXX77DrZMDLp5f8+zJMzb+KSenJzx7fs7r3/5jvvSlL3Lr1iFW27zY2axgEtlut1xeXjKfz3H5WSudxbPZHFvVXFxcMpvN2O22LK+vWSwOeeGFF7m4uCAlaSo7vn3Kye0TDmYzCC7LROqBfnJDCJ5xLpdFd19JoiSGA7pGHBL0sh4Jwi1rUlmQB05yCrlp9OMX6Z/kcX0hlJLNeoPrAqDpvGNxeMi777xPU7egxDUTyIYAhqpq6V1Pm+dtYtREjwRIesAXQowCR+R1O5Iy2uTz+gvKZL5qUqIQ0DvqWniAGUuQRUpl63SlkUZojQqCBkZG5ZAQiyuc7Cc6O4kprbF1g+9dDp4EsesH9z+DVZp2Mqfb9UPHuzGGKvdylJ6MhB+d1zIQkSSqR2vNerPl1myOritwElRWzYRmInJUB4sFujJcX64lUdYiFRd8AK3wKYkKhjYkRofPooxQFRODBC7JWKpcro8ISliFUQd3X58Yxj0z6kjn+mFe7gMULgSMtWxcj3eOxIhszypR6fi0D6H3jWH5B6uTpZQ+6FSnNIAJZZ+vKjs8ezHKvl4k6YoKgjVG+hECxOCEbhE8weUmcWPRth0k21JGpUF48SEnH2LkKglbQeWVlmSxNmZwKVRJYbWVJnklqlJ4ROUJM6wjICtGiJFgcuUORXCCJst6ZPDeYaiobD00VwJoJwnszu0kwSKy63upTustq92Sp0/eYTE75sWXH3B4cMTh4RGTWUsf1vyD/+vv8ejdJxwubvFnv/ZLPLj7ErPpgqZqsabGd4m6lT6OycSw2+3wQazlrYXQJS7/aE181nP0hSkHD+Z0esfO9bg+4JOjqqRiJE2IfqCa+K7HBS8axTDoFZe1uyRERc2pmIeUJr11bvD7p6ZSfGpHShmN3CvbqnETLxlDoT6k7F9Yfp+pWjdKKfvbzT6fiHwWbYxkHyUgr2pQEryqYhAdKkDK2AlPcoHkPdEHgvf0XcfOxb2HUM6rtcqqGqWUI0Hu0ESVBNktpSnSvoNfkEAkf8UoeokYuSrZjD0JL52rfoP3G5zzA/F8Op0KilpKnGUcCuqRx7wgbNbaHD0JV7BkY6JoMQarNrtC7QcQYkyRO2/zxi/38MMbfnmfimTpLz+UsvbRYhKCZKVxQSv8uradMJk4XCbW933/Iyf6T+pQwMsvv8zz86d03Q6lxRFsuV5xfnVG0zQsDg7YbKHfOU5v3+Lk9DZvvfsIrTX/8H//B1xdXdG0lroxuL7PjUB6qAxMWsXdOwtu338RbSouzs959+23uL6+xmXahK00d27f4fT0FGssm82GzbojxRXTebNX7hpm9vD5AVFmrSxOC/LWtEc0TcXl5SX/+Ovfk0B0OmFxeMiknVC4cf1uw2Q6ockbpHM+260qopeFt0+P+doXv0q/Tbzx+vdx/oJbJ552Z1lMZviuZ+M9f/j6t7l75y53b99mMRfL7Ai4GHl2ccEbb77JwYHwdd97/z1efOkh7773LvW6Zj6Fh5/5HNfXS2oMCyzb7ZbPvPASVVXx/vvvU9c1z5+csbxac3QkChmPL6559Quf5fzJU+paULoyz4wx+OBvaBWTct8DDKgEjDrFZXGGmxUVpcUu+83vv8nx8QlHR4fihqbNDy1y/aSPGAK3jg8hiRlCdB2g0SSW10tObx9z9vyClAJaW+qmpjGGbbfD2ore9UNCses6USlQcegFKWhPVVVjfV8pcRYDQBO8oHTaZBg3o2LSfFQS9LK2ioQbWUEgRGmmTqRBE50SnPg4JFUgKF8JeryXKpP3ns1mM5Sdm6YhYYULisVpT9u2g5XuZrPBB4epldgse1F9sLqRJD5XGQBMZWnaGmVE2q2atKgoib4xmuh6ZrMZEXn/arMlKpHAUiYMzcQ600u0NYMKyweNSZQSE48EqDhAEtQxoWMiCiNirx9lLCsXhLUEHzGX721d42NkfnQosllNzcQY3K6Tcet79G6H939yZYp/2kOhJFPSY3N3Ig0NVaWiVFBxrXU289inXJDHYZxvfrDqFlOm0DuJF6I41aoBuBFjiaC0JD0oVK5SFfk7Y0UVwiqNToAPWD2uDULtEAvziDSLmlxxsyiCXBQAzkfQYKtsNJTy9eV5K836YhAlibkZJPhqc5ODDRIraavo+4gLEZ8iJmlxZjQNEUOyievNMybVIV2/5nrznLpp6Pue05M73Dl9maqqWe4uuVq3vP3u91ldb/nSl1/j1kLU+Mo8rauaGCPdtqdTkdl0wS44qkea5crTrhTmdk09TZhaU9kJIXoODxesVqsbVcm6rmmadri/m81mqMIVN8dCWSvUy8vLS1arFXVdM5/NcV2H6z7SnGY4/pQExhkmzcdQbL9JrpFvxXxC5wDvBnqpbr5+b8dJ+ygtmY6hAGtIeopKLaFgq2os9SvVyY3xIp0T+4Dr+gGu/xCcnwNDo1XmW3IjiEw5e5WPoXP5i6GZw3kvsmWxJ0Q3oHD71zVoHEdB2n2QDHfVB7bOceT9QHmoqorK1KiEGIDsccPS3hjJ0CgUspBHyHQRKWGWxbPv+0HntqqqAbVLKEJEVCOyvmRJAqw1oOOwAQGZozfeD6UsyQtiXzjNSYmoukZRKU2vA01dsVhMUUZRNzXddiubVhYB/7SP3jmePXtG7+X8ZeNSStG2LTFGvv2d7zCZTJhOD3j/6RPeefQYrUX2prKWw8ND7t9/wPLqkj5bY8YUOZi2OOfYbre8+uqrfO6VV0GJYPnPfuVLPH9+xvXFBd57qrahqluMlQay7XbLZrOh73t2vTgByb2yQ3L5UYfOvzPGcHJ6xGzecnr7hPVqLV3A3slGbSx91/ONr3+db3zzm9y9d4+HDx9Klh4jnQ88O1/yg3eeMz+csNk+4/vffZ+mgelMo1Ti4OCA2XzGcr0Cpehc5Hs/eJs3vvcms8mEl15+yIv37/H+++/zvTe+x9XVFRcXF7Rty0svv4xzjldfeZVv/tE3ePL0KfPZTMa9rpnNZkynE959910mbcsrr7zC5eUFKEXdNGit6LoNDx8+5MHDF5lNp7z91lto55lmWTHh5488/pjiuBGnlLVUx2ae4G+qtoyJ4/jzl1/+DI8fP+b6+orT26dCN/gpIcZDg6YPtE1LbRqU0jSu59nZGf31ilk7pTaW1XZD53dYVYGK+NijdEIRccGjDDS2JiFqBikjaE3T4AN470RiSpls35z7MPAoWxrXMmdX5+bLPDLWSotoCeZCcOhso1uCHzMESPL/1ipCcBI0G02KYgWMThir2a07tFbUjSVksSKlFNY0Q7B4fGfBardlvd3SNE1u/IlSKYwRnS2VK9vS9VuMFj3hm5KY0EwqDBbIexeakDShd1S2pW41c6VwIVK3uYnLSXjbR4/KiVgJdkog13XdAGqUYEDlpq+UElElXJSyeQh+qDDBCEJ475nPDwjBiSpGpvM5J9XDq6urnLgYZicnTI9auq5jtxHEzqibKPSnc0jVVpOIPhCTkjHSsjcWl0pjlFRegwSW2mhSkGe1773QfkiZuy5Ouc5lCkMQ+kRMgaSCZBxZ69gjoE3V5Ior0ozZ9/0wvgFN29R0K4cy4m6XfJ+lHMWAzPeRpDUpKDwRTGRiLBqhxPhezHDQmeYYIjpBcA41aWkbSUpdHzI1i5wESfOkzGNx5dRamlHld8JhrqtmSIgsBhXFrlyljqv1muPjY9CCzDsnus6KmsqKK2XMRhvPz89QaE7uHmErw2a3pNv1HMwXzNsZvXe5F8XS9R2rzZUkEVqx63ZsL3csPjPh4JUadVuUuTxik37v3j0eP31M3ztCTCzXa4LzgyPevtZxeQbquqbve5bL5aAHXhDzru8w1tBUHx/6/ukIjPc4MMCHeKzl+xhcxoECUPrrUqrKGwqtl7SXUSqpy5OyuoWoUFg04roU0GjlUDhSiDmjS+josjpEz263o+88fdcPGcv+l+gHm4yc7pH683GTx1g+t6Dk++XX/Aoh+JdFNo1Bl3CZPSQnnNP8P+ccq/V6lBUCkTxpNAoRKS+SWCMCVnhHsnkXm9JRT1iPyHFuDOx64Q8Wt6jJZIKxo1xaDMUG82aJq2xsJjsSJRhQndK4V4IMoZYkMGYYaxG3yWj+ROSRtpl3HH9KsFtdVdx/cB8QWTGlQBvF5eUl77zziJQSf+Gf+QuiT2prtK2xxtLkLHq93rBarfjCF1/j2dNnLK9XxOjRCdarFdPphEnWaj49ucXp7dvShexhtVqxXq1QCUxtmc3mtG1L27bM5/PBS96nnu12KwF0ZamrGppaEIoBXxr/X7iZEpi0TYOxFdZYcY1LURq0fCDWLb/0i7/EL/65P4ePkT/4gz/gG9/4I4yxvPjwIQ8f3OGFe/dZHC2YTmccHzdcXlzgnQM1YbNZi3TPRKyhk0aQsgRdCPzx997k2dOnNHVFVVcc3jpku91xdHTEyekpV8trSIlf+dVf4cmTJ6SU+Pa3vs0y6+/GlHjw4MHQvNE0LTFKM5WpLEpN2W43tO2U99bv8+d/+ZdFs/f5c9bLJYNyx9CUV8RtSvglR+G7aaOHcucHu/mHaogWibjtThKXP4Gayid/5HVFND2FBiXSkB3T2YR+J5Jl3arL/FnhcdZVRdXU7HZbnHMEpBlT5w1fKU3ohVuptYaQMKZCBWkSDcFT+jVsZYeAbX8PkO9C7YhxBB5gtOi+Sbvac4Y0GqUCneswppH1LdsX6yx5VlVx4KQG4g1d4r7vUUAXNqQQqHNjkWj3BkKhG5Q1JzjqiizHZYZGpBiln8V3EWqN1oaYjZpQ0NYHhBjZuZ6YTZCM0VR1hbJyTTNrBhBmHBf5rquKhEhx+iiKRpW1AvuUZC0EYhRUd7XZDGXk6P1gBrVZr0VqT4vKSyDgU0QlI2ZEjYxhMVGK3hO6XnjN+qcTGCscqEpoirJZQAp4L8itNmTOtNCZlFZDw2LRhN/tpAk35n6hkClaUSXEst0Jdqu8cIsTORgcK6YpjWvEfnOudx6VgvTJ5PuR9igtMUZsNdKzjJFnJ2Zf6dK7orTQYhICnAXnMaoa5qktlQI1OhaWxEkp4TQP5y/PuJfPOMypmPApYJIg6wqhqW1dRxd6dNLUVctsCtP2QBqV25HnbLSsa7vdlrfefpOqtgSXOD39M1xfn1NPWlCGvpPYpWkFFHIqoL3CVg27RxHTdxy9MsPeh5ACXdxydnbGdrvDhyCGU7XB+26oEpe5We5HCZBLX8rl5SVai5NnSSD3E8QfdvypCIxlr9nvcB0pFSPCOx5qn7yaMo83eZKSbkm0zZpRSn6mKm6qSqi8MIM04zmIgRj6zFsNFMmylPlu3a5nu93RdU7Eu8nogNVEI0ixQvhqEq3LNcSoxmCQ/QBxbEorHb7eBZyL9D7hPIRY9AfABTHpCEma7WISndCUhO+Zf1OhrwAAIABJREFUssbfzodsC02eJIEYUi5/Iyi1Hh/W0TBCEZwE3CpK4pFCIPkgtJGul++ZX6WUIuwCsYuoQ2jbSNM2grBlFLwg0855kiPLP2V1Dgqto0jlqSzgn6WIYiSFkedsrWWqRuOSopwntOuICx9fGvlJHc45nj55StLiaKWV4ujWIa++9iVe/+a3ee1Lr3FwdEsWkaRAG9q6YdrkZsEEZ+dnBByHx8c0Tx6xXS9FHij/fVJgPpsNsnSTyQyS5tatW2LckkT+TWdpJpNLS0W0vrZmmH8pJXFQTJGmbmisyTM1DTSgckiCKaombdOitBJuX4RkRm5t3/eYlPjZr36VV199lffef5+3334Lay3rTU9Kd7m+vGCz3WIqMWfxzjOZTFiurpnMWqwxeD8GnDEJyvjue+/S7bZ84QtfQO927LqOzXaLvrwYmvHefvttXN9zeCQ6zldXl1wvl7RNw+XlJbdv38EYEYNfXl/g+i1aT2iaipRamqoR7muMPHv6lMuLSzQwa1t0pQdOtc5NTvvUJGmaGjfHIATUGxWikjhLggfGGtq2wVpDXX+8A9NP+kg6l41VwPeelCK1NvQ+Zr1VTzubiGZuEJe4ED27tTTgeSf2uI21hJT5rwWVNIa+96RkhjEE0BFc9Ki8sUoSL50d0myb94Mc2FlbVCtuSlKNjU4374lMZTF+UpDlE6VHZL+UbWxFSgbTQkohPwN5LU3QK+gznDycE24EQNpakjHEKIGlNSILKMG8VNu0MsQQb1LNlCIahfeR2lYo2+TryHuPysFMQBSbtDRpDs1IJIxJ9F1AK4u1Y7UnKbHM3q5WrNdrZpMZzbzF1hZtjNDycmIsDZSi/y1Og2SYhdIFgtGGlPWBYwoka1BtJbJhH2H69BM/UiIpgUiKu5zsowmlpPEweuR3MRGye5xBEUgZmBFXu+D2aIBagzEE7/HZxVVZxGk2OoILKITrWtW1BN1l/czzIWQrYh0l6bS2VA9kTolsccxNp9DUtehBR+Eg931PU0nA710YUO1iV6+sZtJOSU6eW6U13ncioaYNVo1NlSW5TNkApFJaUs09+syNYF5Jo2FTi2Z2W9WYuoKkRMIxRra7NTEoqlochtFWgJoQ6Z3De8+uF7Dsj9/8FiYpDhfHTCcLtKr2GmdlfbSVJfgekmJ9puhev2a2qqle0FRHrciaLg6lhyt4qrrG1jUHBwesVqvB+bWAdyklDg8PeeONNzg8PGQylXXWeXE6rKuKvuvot7uPnWJ/KgLjjzpu8lM/iCCPqgc+RXRVodUUpewQLanMh0hkO2iE6zNwlpFJE6OD4Aiup9vtbiy8MSZ6H9ist2w3HV0nmbtRWoLiJKfD6iEb01oNAWCpMt0ore3RGGIspcGQSeIe5wO98/lLhK5D8Fn0uidGPwjxS5OcXM0+MvD/s/cmsbZdaZ7XbzW7Od09t3uN/Z797HA4wo4OKiNVSVGlLLJyUhJZQoJCYoJEIxVISAxJUgyYMIGSGDHKASoh0SQwASYkRZVEkSizklJ2FX04wna4ed3t7zlnd6th8K21z7nPjrAjcNhRUmzLfs+3Oc0+a6/9ff/v3wxp5NMNA2Hw4+kbiybEOkkl5Dyw44bhBXkIXjjUznn8kMc6AT+kkJHg6ZqOvu3w3nF4uKQsZEwvhP6t7Y/3QXjLQxZMOMb0wPGzEJeW3QYCrW6cO2tl81LGkFzqZSXIrvhJLb2f7kgFD4Xl4PiY6WTKfDbjznP3ODm7ZAgBXVRyXhC0JvMysyis73uU1tx97nnOT57yXrsRGxykMJ7PZ5RVmZAQgy0sGjty6vJ4NXfO4gEtQgzhXm3X4HbtBTbNBj2ZPCM4S9fIM4UdKltoqSTx3zZ0VSXxy3t7e0SgqmuMNfzgjR9ydHxn5M5Np+LHak0efXmKymCrEucdKj1X07asrq8JwXN1eU6z2fDKK68I0oYEeKxWKxnxpuIp0z8ODg6Yzefsb9Zyjk9PhcpDRlNg6Aea1lNSM5tPOT+/wDnH6vo6xYgqhq7n8eUld+89t+USx+1NBdI5TdeP0SYFAIgjzK7WYbtUcgG9pVcJevoZkYyBSHJ3YHs95utfmmvh+fshiNgnyF7lg8eoEow09y77t0ZZH8YYhuDF8UPtjO8BazTaiCNPYZLHeSps8mvImhAQ54yRJHEDQNlpRhAaFuzYd8WEyIUEQOyIQ7OQLe+N+Tl2LcgCMXFT/fiZ5z0NtmJKN4gQWoVI1Fv3h+10bAvKxFSgK6WlqNRJvJeQzYjC4wWBV7LXBaKABmobtBRipO0GyqpM1Im8b8p+WlDARPzD66LCWENRVdIsqOzGmxrpGNA2orDpfCQaW54iqYTdG0UYhdhbxPHTPvKeH4OEPZECSUQEGQlhIKJHizKl1Jj6Kn6ZjIJ7NT6irCXnnKSyavHkDW4guE4AI7UtntEaFXbu6XBjb1VKiQ2fFmAhxjwdlT26sJahl2bRcLPe2dqtqvEayDaFPgEbBcW4RystH1BumEZOrlI4P6DS5Ga8rrhpSbml/ch77n2HjgVWKfowUJUTbJED16T5U2i8E3Q7h3mRphX58a6uL6hshbGWbuggaowuOTw43OG0Sz1BURBRbJ50qEFjHMzsFD9PtBitMarAJHewXQpFFtmFELDGUBYFh/sH6Z4Z0/fFLUZpzf5yn6dPn/7ENfYLVBjHHdrjB22llFS5Ka1ZEVMCXdQFsZiBniOWb8+gy2zVypJSl5AJhPguKtOevmlYrzf4nW7Ge8+md1xdXtNuOvreYbQETVhbCzhtNDpxiKQozslZqTDPvJ7g0yhFjZt1SAvYpTCPvh9uFMbdMND3wmdu255+EIGLdwM3rXeERxWQwqF3jq7r6dqeOIgfovc+8UzLxMdLJWkUbl8M2z+9E5Nu77ygAilQww2ePgkNfRDkuht6vPIs9qapqeBGF587+RDUKH6IIXfA+UYohbovRESijUn2bybFS+UCTQt9RmeESX5XJ1Tzszi01swWc+r5gvsvvEA9mdC3PW3rmM5mKKWxRTkGJlhj8c7x+OSER48eAoq+79CF4aWXXqIsNFVd8N1vfJPMdfMh0DbtVkARGcf2pKJVzmO6CShQaKxO1n07CNuWYyifY9N2wsEyNwWT40Y90gYEOdIJdYukhEOgqJLlVBAPy4P9faq65Hp1zXJ5wGJvTzZvlYsSeexhGKgmBev1Rqgm0YtdER4VPVYrpnVN17ScPD2haRsZ45ts8eUpy4o7t28T2XJmF4sFi8Vcghv6niGN/7OQQ+ckx3QTfPLoMZvVmvNzSR/TWpwTzi8vKeqKg4OD0fQfGAu5PM4RG0ZQYSu+yw32OAHZaV52PZH7JLb8TI70HvJrIsoNuO97EdCNhZjDJUSoHwYp4IIkr5GCCIJP9pVR6sBAJDrZ84LJbjU6NfSesijxMWCSm822IJXiWvjDsg4l8CCZc6mk1o/pOcbJXEjRx3lfS02Ml1S63QmWUhGrrTRa4/6cCoa0F+UjN15Kbb1jdxEvpYQvHYLE9o52denclWWJdzdjxIVqFog6oY1B7kdaWYwpQMHgujRKl3OWxYXjNRwDOmqmdZ3Ogtru4UQoSmaVUKqISj4Dk7z+09tTSAOjoxZ/8RRklW1N5XynoIsovO2YvNZl61EjVeBTPVIjF6JPBaMhyyYiCBWClBmQIthJgk9FKuiTp7NWelxDkSA+xCE5nwSPHzq86yBGlBIOvS0KQpTgJKFibN0iEvkH4jZJUfYLNQIOxhiMTdxg51Fa3IzUKMATUElpJdHx4/BcGoIMCOTiMp+TeGOaJcVS8AGPxyCpjNnW7cM+t+1kq6dQisFBDEjQR3qfKGnqBheITs7oKKhXCpvce3ya0vjg2bQbVLchhEhhhBsdI0wns3TfAK28XPcx0J2KRsGWLeZBSa86jBW/dZ1SSXMyXt5rM92yrCrc4FjM5zRdQ11PmS/mAm42raDKRfmB+O9nj1+Qwnhr9cS4td28QauYNmKSI4UyKFtSmAlBJ56e+jFWVHmz1PluJkRyRlFZoG36sTDO3VrfD6zalqura/pWyPqTWmNtRTURi6yisJR2Z0SmYReaflZFnHlJOU0uC9paN4zWQL1LiHHvxsK4aTr6Qf71QWJUn32vSm9RFYA+iQTbQf7cXy6ZTacURTFyeiNCWwg+ELxLnswR74RfGL24ArgY6IMfUaAQoyC6RsEY9aoQ20dRyPqwtX0Ttbd8rlFBTFLpXKgAEmEZBDlWyZw+X/i5KDQ6PV9hU0FiMVY4qJ/FoZRi7+CAxWKf+XTBMAxcXV7RbBrwipdf+Rx9FEW8ihCGgavrK77//e/Qtg2TWpK37ty5w60XX+SFl19k7/CA73/newQ3YCM8fPSEd999h9e/8uVxumATChzSRpFv3oG84UOhtn9/9jUrZShLIwKermOaEOl87PLdBb2Twi8E2eTHVCel0ngxMp/tEfEMrsdazW/8xl/nm9/6HpPJRJB1LzSc7J6SxVkX5xeCFiO35fl0xmIq1/QwCHXpR+/8CGMsh3t7lEqDVWgtARGTeo4xhtOzU9q2IYtFVysR9a3WK24dHQsnTyvKoh6v16uzK9brNTpGri6ucW6grAqKsmS+3OPJk6dMJ1O02Ra94nsbxrSp3KTohAxlKkA+19qYlJwVd86/Gukuzn1GhTG5KU1NVWrYnXdiVZnWVb7x9UOPGzzWVLihR5V2tFnMBYePAWsrhq4fESofnYS3aIX3kdY5pkWRaFZykxf/3a2XeogB5WXkLEidWIcFAlbpkS7m/XBjrUohIqKwKFA2HiVpdKix+bdWwkzyWhH/2IQwRwVK9q8+UcdyYbvLTcw35eAd4jZhk4OJhHZk55aot+LNmN6nd56ikAJD1ohKUzBNQDN4hy0LQvQURpqrIU1MdBJ2782nwilOyXo3GjKlsKmJHVLzk108iCJqLszWwuvGmlDSxMQQEo86F+PpfMnCuYE6frpHFIOSfP9QYLUiINMXowtpuiopMLPYPeKFsuC3VAMR0ArdIkSHNgIs+aHHJC1OfgytPCQqSt6/MkhAejwfQSkB3axWIoZj9xxL9W6s7HVki1a2PGWlVMosSI/ppJnMKcA6CYLFbo5tYZ72Y7lmNTEk3nOIeC22boR039jhO4+giTEpVRGKJNgrq0o8u4PH+06avQK80pSqGJ06Mv3RJj2HQoATj6Pp5Pqy1uJCz+n5Y+pKXIeUFhrgEBwmQFlYNkNDcVGxfmNNvSxxpcOVMa1bhS2LNHVVWFsKAJL8xvu+p03n5vLqmsOjY8TqjhEMOd00lGXJTzp+IQrjGGDok7G72ppUg3SBEoQRpRjWiqhLop2g9RSiTS5mz16gz17wqSCWywCiE75k3NqkbRoRk+QPuh8cV+s1m3WDGwLLvSX7iz0O9veYTqdptC1CO7UzPo0hEvU27Q12IpejQPrehTFScRiGVBgn2oRzdDuFcdd1NE1H17eSSjbGqm5H5FLkbtXvKl0gYrfm6JuWrmmYz+dMp1MmkwllWYzWU8MwjEk2u6/VBz9GW+eOUApSQ1kVzBdzDg72mUymDF6N/NXR05bcVd/8NIzRCaHII9hko7fTbRIM0ajRuF5utMnb2ALKYAy4wjMMn01hXBQFdV3z6NFjzs7OpWstS1599VX6vufRo0f0DNy//wLX51ecPj3h6uoyKWjFBur111/n6ckJbnC065bVesVzD17kvTd/SETRtS3f+Kf/lC9/7WvcvnuXuqoT6mBxbD12R85lWocy/jQjlSIXb9l3FkSceXFxQaH20JVhTEOGEUXMj+mGFEcusy0A2rYdG60QPMYa7GQi4omhF250VdH1HcOQnF1CGL2XAebzOWdnZ+NN1lqLNYbr62vee/99uq5jNp0ync2Ig+PRo0f4MHB85wCrLFoVDMPApmkgIZ5d19F1He+88w4vv/wywzAwnU5ZLqas19dcXogy+vr6Gq01v/Zrv8Z3v/tdZrPjhIB3LBYLJnXNP/iH/5Bf+9Wv3ygCdkW9I3Ifc+O9pUo8m6i3K47x3lOUBdVHbNI/tyOhTD6puZuu43K1QhcF66bBKMV6vcZUwqesygnWTERE4wDV4rowOpH4nXQ4WyTBYVR0rgdkClSUBhPFGnLXIkwbMxbSmRIEUuCREKL8vRZHXZbgwnjjR4FPs0EdLIHIZtPggsfoEoXwSkGKSudcQrp9uqkW2FyIeAeaUeWe0d+RV5zpO8i+bgpBpoNkSJN5/JnDaa1JMcuCClpbEJyXIIQo11Spkxh3s6bvOuYLcVgxRhBEm4I/FCpx2gNGS3Ph5SIdxd/ClZbY7Ax6yIsFEHcmFaP4IJOL5jACLdnLXkmHh9Y2FfTJjzrdaT6bophxsuGf2fMypcFoRPCpkr8vChc8bnAUth6nONtif9tYBe+xSnQDKmQALSP1QkfJ13BI99981XvvMRHR5aSpQS40CRGjC0JwaZqcbUklWEwoIfHGOR3R3QR+FIUU/K4LI9igdU6a3dYYsrcMWGPT+pVQmN3GPIbs1rLjUAWoNMVw3qXXG2UyLoVYKmQVresIOjCxoj0xStZ4Tp5rOnF/MFrRdw4XPP3QY41l79YcN/ScXz1iPltiVZ2mvkK5894Tuh57WnP2J2ccvLZPOPB0oR3tFa+vr3nhhfu8+eZb7O/vc3h4yNXVFW+++Sb7+/u89tprTCYTLs/OaVcr9vaXLBYL8bdfLv/ZQIw3Xce333qXyiqs0Rht0Uq6CW0kcnSxN2c6XWDsFKUqNPZDiuFnj11XiLR8EwwavMf3A0PX0zU9q3XLZt3Q9QODk6J407Q0nYxRDg8W3Ll7yP5ixrSuMGlzysI1szNqgzxyI42Xw1hw5kJ161nsUlGqaVLn0w8D3TDQ9N1o19W2LX3fp9FDSB17TIV5jj50Y5EixYWl1OJL2vUtT88G2m5Dva7HNLWyKpMftMZ5z5CM933yT0Zlj9uSYjrDWEvQ2bxfzNRVLGjbHYcOEPRkl1sdtp6vssnkkJUssNOEoMfmCGAIERcFIRFbKZe6YUnS6cLApheFani28v6Ujlzoee95/Pgx9+/f57XXXuP09JR33vkRr7zyee7d2eftt9+muWpwvWO+WPDVr32Z6XTK0ydP+NGPfoS1luvVNetmzcHREX/zb/0W/9vv/R5nT57S9z2r1Yo/+7M/Yzqf89Wvfo2ymDAr7Hhj2y3Usjo3aj3aZuVidPwM2BZ3R0dHnD85YzaLTGc1xu74nZJM4zMtwIfkipKjyKUovbi4YDqbUOsyxUjLOHy1WnFyeiGFdTpPuzeiqqqYzWa88MILXF9fc35+znlyrliv1yigaRr2Dw/EcWNesjefc3Fxxvs/epdbxwNPTy/5whe+QDf0vPWWRC/fvn2bBw8e8MILL3B5eSmb5EWynlKivs9el4vFgrfffnss1iOB2WzG7du3mc7n3HvxRf6X//l/4tVXXx031F2vYmBEanZRO6XUDf6bQs5XVsGrPIZ8FtL/FA8/DLjB4YYBN8hNrXMDi8WCi7MzlsslxaRmvdmwWq2lQDW5GBEbLB89GChsiSfS9+0YyxpjZFrVgqBGKco00mAHk6ZcKuJdJ8WrMvJ4ABG8i2PAUYxpQqGTNRYSAkAqrGOIDMnqkkQtUAGKQkRuWqefGYS+IhzOgtIIMSv4NAUgUBUVCrbBTTsN55aSFLGFJYZBABvC+NqruqDwEkE+uJDzRCmtgCnDsObk6QnLvUOMVfRDR1CRYlJRTWuIHh2E4zzEiCamgChpZkKi7cQoXsrjNZ8JA1oTjaayBTYE+hgxwYxevcYY3E5B5ON2PQtgLLQSk2rqUgli75HU1JKMFn8Ga1cpsrhSwCcBiRSWEBxRhTR1yMl2kBuz7BTiEx8k5oZAafGcdj2hDyhjGFwzni9blJTTKQFFTNSZxDfaag6UwutIoa2kRnqPTjSimAp5Qbs1ymgmtkTHYnw/Ge8agQmyQ5eAS/3Q4WOkKib44ClskdqUvCaVaCRykZ+QU5OsUbXexjbnY/fvAj5JQewR8MoYTd/1BBzGVkwxdK2jsIYwOLrQ4UOgrqZMqil5oGKs5CHIyw8ST57uH6dnFyilmE0mXFyeYa1luTygKmc0XUdRWIZ+oIvQPFb0/QkHX9pj8uIeGEtsPYvFgjfffGu0Ybu8vKRpGhaLBcvlku9///scHBywd7A/AiAZHJnMZx/Z1P1CFMZd1/Od7/+AwupkIaOpJhOef+55Xnv1i1g7JVACEt358S/H7Sg4RtBBXBeid7ihp2sbrpM/a5PQ4uvrazZNRzcIHcBqw/7+kuP9fZbTOVVSQeZj3Fh26BL5Rui9F3pE/jPbwUQZKe4ixn03SCjDZkPTtqzbhk3XMPRCsRi8oMn5AzVaUxqJQq6qUqy5jIwlbEITswo6F8q5s5bXNQCKbnBpgymIEQYfiVEnlpmMc2xdUlUVVSUiMg+4xBf2aXOp9LbQ6p1n6NobohVbiOgsX5g+NwvOEaLwqoedjVqskZzEWhpxXFDWUlbViMSJJY5KBPzPBnUry4r1ukUpxd27d6mqijfffJO2bZnPF/zFX/wFs9mM119/nct4yZMnT1ifr/l20/Laa68RguK99x4zX0wl6rooOJjvs79c8p/9F3+Xtm35v/7B3+d73/0e//vv/z4/ePNN/uXf+i1+/Tf/BsVCfGcjjn4Qi6BcmOW1N5lMqGtYLBaYoNNYWgoSay0q8VsPbx/w6PFjGjdhuVyODY4gIY6L00smkxlVWaJNwAWJ83W9GOsfHh6KJZwPGJuaxmC4vt6gtWwz89nsA6Poruu4vryibUUl3Kw3o/9k0zTEGJnNZlxfXhF9oDjY5/DuMQ8+/4DgPU3b0myE/3u4v8/FmRTWzXqDHxxHR0fszeb88M03Ob51jHeOtvd0g+fi4oLj42OqqmK5XPKt73+P2f6SuqgprWU6WVCXBddXV/yrf/tf5//+gz9gf7Ggrqux2cj/ijDFbPeBGMXay/vRJohMsQgQ5D8pUvlTXLA7R4zCO60nBVfdKvnYSkJgRFKlNpsN59dXdH2fkFkZPc9mMwbfUibLKUUcuahKG2I/UGhNTOI1nyJuC2PRQRBVbQuc60AzhlDkyN3sPAPCpRX7TFHqD76nqkpcdJRlyWq1wgtWjMYk1FYKX5u8hmG7L++ijKYsRcybwJI+CZ3zZ9a2rUw2MsKnIqgw2vEppem6ThqBxE+fTKcUlaR0fuc736GeTNBVSWFLSu/FA77UPHf3viB+Ztvc5qVgypJSaXrn0daikoe2+FaIZ3xMiDZs45CzSj/fH/WIHHu8kTCZGAIGNbp9eO+JycEjTz4zyhyQa6sPAa/ELWaLLMfPpC4G0aJIv7L9TLTS4Mw4Hcv3Eqs1Rsn9b0jpfS47KyWUWSvQccBEBzbStCusUlhbSYNgC3S0yGmR0JocfDVO41Kj632DVopyMkGlyYPPfsHWJCDMoWJysTAS+W20NHo6udxU2oobhsqKmkhd1mgMpS5H+kCI24Yo25fl75lEj9BJ2zHGfivFMPRkgfYuyJhpljJF8NiiQukScjOrABWYL+Y0TcvgPMPQs9msmFTi3T+ZVoAZ12SuQ2RtSrPQdCuZmhUFw9ChlMWagvv37wuFLgRMVKirCetv95hOc2txxKKacnl5yb1791iv12MSpDFCDby4uKCqKm7dusUbb7zBZDKR6d9kglKK999//yPX1y9EYZw/yIimnla8+OAlXnrpVerJAmUmeNnu5EiUHBdBgiRyL67yg6U/x/+IfRIR/ICKwgnrmobTiwsePz0dUdj1pqXtHSFCYQrq0lLVBXsLEa0pJSK6YdjmsOeLIm+6Lo3mctHrvacbxOpFBCokFEFGvc45bFGwWFYc3jqiLO+O/rOgUrEjXKm+71PClEt+o46+Hwg+UtgKUyZzfCWkQREsmrEg9zEw2IIhwLpTqN6T5msjwkschL5idPqawhHp+45NUtkqKyKNkARcRGidI82ciERcitDUafw3uAGnA5WpRqEWCKoRfBDO8CCcqYwCmGhTlrzHFiXORS5XV3R9N17gPobRmP6zOGKMPH78BF0WRGOYzGYcHx6yXC5TfHPHX/2r/yJPn56glfgpeu955513ePDgAd4HDg8POTzaB0SA6gbHO++8w2QqSUOfe+WLPHjpVWbzKfv7S46Ob/Hk5II/+fNv8uUvfJH9g31OTy5Yr9YjunxxccGdO3cpCsubb/+ABy894LXPv8qto2PKSoqTEIIUL2lzPzw8ZLVec35+PkZoZt5xWVUMbqAsLEW6GYsf7JYXV9c1qIhzSd3cDVRFxfGd2+Pk4/z8nPV6PRaQs9mM9957j7OzM+bzOYeHh9y5c4cQAmdnZ2PR+t5771EUBev1itXmmsIa9qYzJpMJfTeMYTMZgTbG8OTJE6qqYrHYY7FYjL7b88Wc5d6ckyePxhvIZrNGpxtnYQxN0/LWm2/Su5br62sODg54/fXXOX36RAqxnYlPRodzAETX9fR9N77HEc1L+xwIBacq61Fs81kcSimUUzR9O6LbfeIHTut6HFXXViJ2VWGoyoqu7+lcvhkpNomzZ61FeY/2npiQnCGJYuqyxEfxOw7Gi1WY8kSrxsdSSvi3KehLqmUlqJvYu0aKiaY2U7qmAwxt22F1RWGkaAsjbxisLYhRCo++ExRZJ+FxXQsKPgwDynmsFZFUkRL3gveoCJPpFB9lLC8i6Y5uaOk2DWdnl7z61de4dec2F+fnrJq1NBVnGqULZtMZx0e3sFU5AhMq3TNQBuU8VGWilChCcgpSqRDqonBUw+DEasuJ/7HRBluUsk8nWkcWIo0FYVpTDvmrIiHLiQaH3rqnVCGyjp5CyX02JvRRNAtCd/I48EFSYlUmD6ht4uCnekRc3wuPXGVL00S3TLZysnZSY08gxJ7oI9oU0mCXQiNQUeN54uQUAAAgAElEQVT9gPN9CkTxRLfGIPtYQNBPCoMnyIQjWbAqjdD+yGLowJCEosErvA5otvSgGALRSEOmg8aFgaKoxshmrQ1xkKmK1XqkUhgt3qQxBoLzVEVJdD4Jq3c/822CoTSWMgFRSdC+WxxrLZ7FMTvB5Gmv2p0WCpWGGPBB8hKKJOBrux6jC5QixWsHnO/xyqKtoWlbiJZJXW31KFqcTZz3+N5jKAnIdTn4ARgIYeDd995hUs+YTUuIli6uGM41/k3PujzHx4LSWp4+fcLx8S0ePnyI1QXT2Yzp3h6Tec2f/OM/5v79u+joqQtDdAPNtRThs3oy7sM/7vgFKYwDs3nNF179Ardv32Fv75C6Xia+iybrSbdKeSmIx+szQC7w0gMiNAqx4Bk5ski3PPQ916sVT5485STxQqVDEnTHaAvctFgTLqyMsHI620g6TwtTksHcaMgeY1Kd914QMQu3795hudwX8rdSI68oj7yJybUwRnyIUlCHdIGH5BbhHU3fs2oamqYjOEGK0TIGM0ZGxEUhlJSQRmeDG1BaPDV3ke584w4xoq2S8APE6SLGQDFeAGWyvtqO53MzoE2R4qldGhkpIuJNqxWJKtCwaWVBhiDxwW3bsV6vCCHSdOLHmO2VcrExn89RbUdZTcQj2Vi0EV/F4MXJgM/IOijEwOtf+xrVpOb66hqrxWLp/OKCuq75S1//OiFZ9FxcXFBPar761a9y9+5dHj9+zO07t1Pnu8Iaw/pailpb2MSXOmCx3OPo6IiqmlCUFZPpjLqe8crLn+ftdx/Su8gqdc790DPEgK0reu94enaKtiVXq4bv//Atnp6cc+v4iDu3b6GUpjTCuSQ4JlVJ2zRcXglie3h4OL5PuQnLSDBqjdLCE1UmYowaBXXeR6IK9EPPw/fPWW82cHrCYrbg29/+Dn3fjgjFdDrh5HTDZFrzuf2Xk92boFVKK/aWe/zgBz8kKqhTGl3XNVhrmCQf6L4XpKLrN1TFhKoscXXN4KQxe/rkIVeXUnS3TYMtKoqyYL7Yo64rzs+ecr1aMZtOef7uHTZNw/lTKajv33+BSOT4aEJ2Kri4ukLFyGw6HZF5rfWYepVvSlVV3hhT+tQwTyaTkX4l/MM8b/xsjrw3aGVwWvaAabLw26xW4x44qSeg1WhzleOJM50qv8fMF64nk3F8aW1KFFMKZQwKQ/AIhSJEVLSJyikNsVKZcgMoT6kLsjRTzALyeDxZqClH8CLeDTFSFFt0MCTkuCgktjlP6JTSI0KqTPKJD57gHISAH5x4yYbAqm3QWjObztAG2s01bddxcHzM6vIK3w90zlHWE8p6iliECifY2gJblDtiNSngY9wJhkliKEXivKp0LiKgNIUpMOmeMH5uIWCMvhFYsOt8cYPSl9BmtUO5Eh1IeiyjqUdf4FTEZbpcer6iKDGZV4E4QsDOD3yKR6YOCOIbGB1FlCIESVfU2ib/3hRiFIUuopQSIVlwCT1PXHhABUmW611AIei6WAsm+kHyPsaYsbjME9Bd5xlNpCwtAbe9tJU0XuPn7YS7PX5mIYJmBB2EUx+29+aUmmh0QsQ94lqRaogQ/CheBUbuvjWJ+pVTJU2OpRbnjZisFbcid3kM773wybVBaZ9s4xS9ayUCnShiRwWDDyhlsIWm6xuskSlRWWic7ykL8RLO1nU+ypQEn2qpHaEqxtC2m2RKYHju1nMYIzHy3cWArab8a7/5b/L83l3euniHpmkoioKmaWn7lr3lnKODBa9/8QvoGDk+PmI2m7FZtyk9T6aUu0LzDzt+IQrj+XzBr/zKX+HW8R2m0xnGFMSoE8lefuYGQVylXjWP3wjJompbxDJyiCKj8ktJiEWzabm+WrG6Xt0QgHgf5caeRoNaa6Q0lwsvXRupUN96Fw5p7D/0A20n3r4xiOL+4OCQajpjSIKO6WyKtWXqAHeRZnl+0oXuQ0w0BSHqhyBJfz5AxKDKmqktKWoH6bX5IBQDjMGUFUVVYrRK6GzEFEXixO3YI8W4480ZBcnIVi6Jxm2NFV6ejxSlREG2bTuqQQcvlnD5plhVFdqI5634tEZsFA9MNyQ+XFR4LMpCOUkcq6IeUbWx8UDRdCJmsJ1szEPq0rNQTJCrz8auLYIg2MHhg6OqppR1RVHMhRZxdMQ7b71FYS1Hx0eA8JLbtuX8/HxEas/PzjD1hKqaMJtJqEFQjtl0zmRaM5vPURTp5iloflEJteTi8pKHT55Q15XwzkwSiRBZHh6w3NsbR1NPTs84u7jk5PSczz14gDmcUujsgaqTIO6ap0+fcn19LYbzVcX+cp+6nglCGvKN3YyxqT541puWpm2JRPrB8ejxCdpqTk9OefzoMUVpOTp+julsgtGG6XSKT6KYuq6ZzaY8evSY8/MLvAt0fcfh0SHO+zQ6DdiiEGu5xKEOQW5WVVlglGJSVVRlQe97urZjvbrGaMXl+RnzxSJBkSqFoIi38mbTMZlMmM0nuKHD12VClyMHB4fMplO+871vcffuXZ679zzNak0YhVX2RhGSR3q7Y/t8w9zuM34UNn5mPIp0DIlDqZUIt7I36O6NHoRO44e0Z2hBtLxibPpi5p4jvFgpwgSZdYlGIaiZILERCDFZCyotYUUy1B5f26ZdUdeVNOjJM1a4vvK8UTb8ZHspdpARj3MCDsj72uXeby39XPIC1sHhkg4kxogpSmxtEpWnxVYVXhui1mwGabZsWTGZKerpFIWgclobTCmFTlRCRTM6eRinsbSOcbSdCyoSlCYEaUxDyvRMc2rEehSUskQdiDqivNqhcEAMmjgCNZ7sDZ/39Wz1RrxZvWqt0VGliYaC5P4Td6hv28IziSET2i2fo4BS2Rzv0z5UPj/JM1tFbrx3uZvIWhRrTy3f1poYHcQclhIJUWhfKka0j6gQ0meX6AeJay1lRUzJl6khS44tsOWd53AwnWqUGOQeLoV7orEpAeuMLbfNUIzig51s+0ZQTqjspAuFgGdIvOEUj0jWiyh2Pjfvk2hSIKpdRFgbUjz0Ll9eDmM0Pg4oTHKjSGE8iKhRGYULA7XRdP0GlWgaOvkLBx+250mJq4kLg9hHKzvSJ1EGa0hgnuyLMUQG51FofOgZBsOquRaAT1vwYi145+g+3aMOXcBsMuFwfy/RVTuGvufsyVOGfuDpkxOOjo+EkmE1NsjUZTaptoLUH3N8ZGGslPqvgd8CnsQYv5K+9neBvwX0wA+AfzvGeJG+9zvAv4tAuP9hjPH3P+o52rbnT//kW8C3ZTHsdMa70P7ukQVaucNVautqQIzjBSzdlPy+UQo39DTrDZfXV1xeXeF8Ut8SRz/KUVBnFNYo6knNpJZwAqNV2txkd/ch4OKOH3Hf4wYZr9Z1za1bt5jszcfbn/dSCAj/MCm5k2uDdGu5plc3OmNRPCcucxqn7boRCHqqaJsWpSXhpbAWpbe2QlprbLFFfPPvZtsXUatufRO1Fl9FpdUo/MthDrkwdoMTikYKKiiKQjh1Sck8RkuPzgjjJ0ueAmy5rLnwTemDfmuJFcPWJ9X7PL5SQurf8cbdPT6NtUuE68tLshq4tAXOeybTCdoYyYLfbFDTKXt7e6zXa05OTghBktiePHkixcPg8IUfI51jQu/3FuIJLMCipyztiDR1XUeMEkU9OIf1aXw9CI2HpuHw8HAsdsQHb2BwjrOLCxnn1/eoi5KoEqqU1lXXdaxW0jiWpaCf03pArIJks5/NpxwfLIXa5OD05Jp1e42PnrZ1rNbX9H5FWZSE4Hj5cw84ONgXL+3Ee+/6gZOTE+bzmZzDQtZb0zT0fc98b0HTttRlhfIyRtTIpCCfg+A9dSmcNiLYQjNTJdcqcn52kRBGmRSVtaCbQy/j06quIEqBW08lcWqxmLPc36csitEBJKMM9+7d5+TJY85PTsfrJ3/2u8jRzhoEtqb9MRWMJN5spj19JmsXQZ18ioGOcWsFNSTAICOvzrkUWKAFTczXZNwZFUcpVn0M+L7FBY9O0efKbD21ZQydPVaRwi/9QxR5V4ziiKO0EbBiFMDtgCS5aA+RXSZVdu3x3iWkKo2hE30IlcI+FDRdx4BJEwEl+gmgiZHGe2ZaY6xwJHsnyYBFOcGachvpq0n85jSKzsWKKYg+kw7Se4+J5qDluWJUZIZoIBd56f6mADRRe7EBS4Wz+OUbKYyjiGp9GMRyM4rDjyEJwkNMhXNek4FRo5OK50y7QKvtfQdB03XcekRLMyOfsUpN6bN35k9r3cJuYAvkniIn2kqjkFB4kgVfTGK7TDOU1TKCaCTLUlJzI1ScrR0hKs0odhrh3eZRQLj8WW/tZ7XSQvMIAWsKnO/SR6uFZpAoKbnA1+kzRonoWR4zhYaB/I7Z3TfUDlC43ZOIKolCE1iosj8yhGHrZ7w7GZdpntBFrFXiPmNSfRQdOjUG2tRjrWFNiUk1U4yMwSfeD0TlMEEmzz64VOkHtLGiRfHbEK8g5tLy+qJ4p19eX1IUhqqcUNdTtC1pzztOv39B9eqU0pSU1gpv32jaGLm+WuHdQFnXzOpKHHSrUu4Dg8MW9hOhUvw94L8C/pudr/194HdijE4p9Z8DvwP8tlLqS8C/AXwZeB74P5VSX4gx/sQ597vvvstv//Z//DFeyvb44L0kfuD/3DM/YT7k9z7wOLvdtbpB0JAvxZ/8GJndEXeuuw9gmeqDrzU+09XffJKPhyqZZ34xXVPPPObHeayfDgdQ3HyPcee/P/4xn/FhThvyT3qOD/3+T36pf4+f89pVQGlLSJSdvmm5vroiBE9dTwRVsJbVaiWWWE0DER48eMDQD/zpn/0pJ0+fJo6ZCBUmU/EnzZzZsixokj/vZDJhvpjT9j1917G6vmZST7h1eCh2aH0n6L6TUdnF2Tmu65jP59TTCfPFAdPJBCI8ffyYu82RJHeR0I9U7FRlRQyRshQxx+XlFVeXa9qmFfpOgMVixj//ta+w2fRs1oof/vAhfVgxhI5m0zGZVVxerPjKV15jsTfn8Hg/uTe48abSbDbpPdRcXV1RlAWTSc3F2QXaaM7PzwQdn8/RZYHSCJbmQ6JRbIAkPkrTA+c8hVUs9xZcXV5zfX3N8fEx5+fn7C2hrETVHfEsZpU0g4hfaNf3LPf22N/fB8SO7snTJ8QYxdqt2CJEoyPFzgh7FynOvNJd/nv+etASmPMTrsef+9oFqCY1xMjlxRXDEMY12/f9iH5L45yRTLlO841FgiVEv5AtWZuuJ0ZPOwwYn3iP1t5EprRhCOKGEXxKkSP7q8ouWhUTrC5w+bnSpCufX6ETGGIM456Tebwh+NRAR6az6ShMFRQ5NdXGcLZapRtDKsxdKvgRQVTbdUlwbTBGgorE21ejrGXoe3QQL285N/Kv0kbQSKkDRrpEFkplbm62VstgTEwppJgdpxmkORBNjUEZiymKBCQ4lC2ICc13Qbzoo1bCV01iyQzkSKGVzlYICaUmpfCpMdpDCpWEFKdifyzeUzEVhg9du5/CuhVEOMQcCpZBsu1PjI2oTwmx6fviUZ01SREVQ3pXYfQyNsag0AlQ8GkSsf0d0qey1RnJGvQp1MMWdnTvUZqkk5H7sdaKMASheIRMe9AYJSR5pQ3oPCmPMGxrDhWTVakuMSZTchIBSd0s1LMlXZH8wkMQyqHcj7bnaQxeSusgEilsgfeyFo21iY8t+2rXD1TFJH0GIfUTQvvQieYRoqQEDq4DH6jKqSD1PWKLaFMjquLYlI25ClFWmfee3gnvu+3FSUZrKEtL1zou3264fesWvnNctxv6ocMYxayesLxzi+Ade8s9Fos5U2tlHafz+MF27oPHRxbGMcZ/pJR66Zmv/R87//tHwN9Of/9XgP8hxtgBbyql3gD+MvCHH/lKfsrjg2/tgxXSx6n6f/Ipih9S1D77XPEDj3Hjd9SPe47tY3xYsf3jfvYnHXk3UTt/fki+zcd6rJ/2+FkGwjd+5yNe1s/0+J/C2jVaU5DGqolDNS0qDveWdN5zfn6OjWI5ppSirmqODg+Zz6c453jw4gPef+89nn/wvDhITCYs9hZMp9NxDO29KNNDCEynU6b1BELk9uER07ISi7OzM7q+5+jWMbdfeYWqLCmUcF8jgf39ffGT1aRiu2Q6q9Da0jqXLKAGwuDo24HC1lAZzs/PWS6XMh1wLe89fJ+r6zVVNeWtd37Ecm/JH/+/f8HQFqw317iwoXctxhq+9KUv8xt/49cxVp6zKiu01jSbhvVmRVlV7B8cUBQF16tryqqk2TS0bYPO8eDKsr+/T6nBO7FWHFF1Iku7HBESH1MiVOfYbMR67IUXXuB73/te4v1WvPfuj5jP59y6c4dyMsUoTdOec3D4PN/+9rcpioLj42PKquLJ48dorfnWd77B2ekpzjnefPstovdMypLZbJbX1Fh0ZZT1WdQ4C/Nu/Kzdmut/FmtXXpwIKw+PDunanq53uM5RJF9jgLIsqWOgy17CTvyoq6qi6zo0aqTqoLXwCBUpaU2Ooe8ZEp1ExEQAAWsNPgoNIt+cQxYdGZt0DqRC2KdJXEkgstrIpEQ4xTlkIOK1WGrVdUFAMZ1NE5oqqWYxBNCybx92olW4ulgRfGS2mDM7PGTdDVyen/HGW2/z+RcfsLfcT/W6l/elI72PYKo0srf4RFnTKLyTG7/SgsoNPnkDK2kugk9FXZoUxiAxxOOHkoseDX3nUBQiAkuR030q9K21OC/iZO+9NI0KYhSf3UJpOt+nEbp4HEeVvXkjznlMkXiofht3rfQW5AFwIXtAS5EcohR0z67dT2vdKoIArrCll2BGdDTGkN5EbjqEdxdSJHR0HuedhH0gFJ++b7HGEk2BUnobiKK44ffrXGQ6nSLOO9uTpBRoqzHWEJQkharo8YMkHRZWgn6sLUY6UWHEVlWjEjgW8b4XhDnFRe/uKW5wxCIQgtA8PmyaHmNEWY0KRhLktEmUIjlnzrtxwpWnzjE3lQl+Nyajz6KTkveoU4hYpO0atFYUpdh1tl2L1obpdI7WSqaETqGtpu+bRNkwDH5ADVqoS2pCacoxLU+ub8aGvHc9Tb+mMgVN6xhcS9c33Dp+nqZZ8+QbgRe/9kVuHR9TTyy6yGVEpq4Icp8nJCrVYh/H2fWT4Bj/O8Dvpb/fQxZ+Pt5NX/tn51A/9n8+zi8AP0MR9wnVqh9exH9Wx0c9+Wf64vLxiaxdYw3ODxhE9Bhi4PTklOlSuL2XV9ccHx2JenwqufPf/d63+PKXv0zwntu3b/P+++/z/PPPc5D8erNdlFLiTbnZbMa0HuHjzviDP/gDjo6OKMuSO3fv0jQNx3ducev2IX3X4RrHcrnHxdUpe8sZRXWITnziYRjExiilGqGEBvPk5ISri0vm8zl7e3scHBwQQuDhw4ccHh6yt79PPwysmw3f/OY3abuG5+8d8ejJCV/5la8kDp3i4OBQOL0EjFGjVY5zjuv1Nedn5+wfHEihU1VYYzm6fTT63zZty2a9pq4nVHVJd73mG9/4hgi9omzWR4eH2KLg6uoKQFKXnEvuFWveeOMNvvylL/PKK69wfn4+Iozvv/8+V6tr/tKv/iomRB49esStW7eYzefcv3+fxXzO1dUVXddx9+5dXnrwgNe++EUeP3nC5mrD5vqa+WQqcbvpyGhxtsvapVTkP3dR5u3XfvpFm45PZO2qNK4VNNMLZYtAUZS4RJmCbSpXplDlG2phDW3fJd9b4dL6EMZkMpVccowWru1uspe1Bjd44SgavUXb099jiKkg29qRWWtGWhlRChc3JFcGLYVLOZmAttSFPI/BU1golBVxbBSeP8Ds4FiQqtvHgJwH5x2+Lmnmd5iWhuXhMb0LdIlOpryTSUqQz7k2BRpF46U5sEpllgfRxVGcmMf3mfc60szGWOLtGglJGyNOFeLY0Q9OlP1aoYLHKBGf5mYrP4fRVqg6wYsLSBQeaPBKakUl43KffJ7xW495nbl8Qbx8M5IdEp9WywVOUClQ4uOu1u3xyey5ZCpKcvJIFEcd9TiVEVG4pJ55JwWSSb+DygEhQr0J0ae9UNBjSe+0IwJbJAFp8J66rgghj+ITaqwyRTFNh1LXoxExtiSGCozmBgmoCcZiUsKgj6CiFqQ4UWBCFO1M9gDPE6jCGhA55oiyqiifq8nJcxp0CtjQmS/NzSY+U+x296UQAkGFtFem4J24Q4EiggUXJdpcB+FNV5MSrUR8V5gUqR0NQ9NhbTG+hsImq8voWbcrnC6pi2q0HRTBocb7QF1NQElj0fWN0Ec0qDPFnTt3uTq75v/53T/ir/17X+f2/SX9hWhcFrM5i/k8YZg7gtS8tuEjy4//X4WxUuo/QRgL/+3P8Lt/B/g7wEemkPzy+OXxSR+f1NrdW8rI/fjWLayxrNdrNpsNx8fHnJ2eMQw9L9y/z/n5OcfHxxI0cXnOMHT8k3/yx3zhla9wdnZKWZb0fcfZ2RkmcYiHQTysT0/l+8vlEq31GFjx+uuvs1qtxlSwl156idnejOv1NQ/ff8j9O/exxvLig/tYa+SGjRoLFlOU4kogRqoA7B8csJgvKFNQzB/+4R/ypS99ib09sTxr2hYUaDvn86++wtn5Cd/41jf4y3/lX2DVXLC/v2R/ucRYnW4uhrqejEV95rWBYrFYMJ/PefrkCc/fu0ffdaP9VLPZJJcKmE6mGB+5c+cOWmsuLi7Gc1ArxXPPPcfJyQlnZ2fJE3OgbVvu3r07jpAXi8VY2B0dHbHY2+Pk6VMOFnt85Stf4eHDhxLS8ugRP1yv0drw4gsvsF6vuff8PTbNhtl0StM29E27M7Y0xOhHRHo3oW0XzcmUhFwY5htN5vd/Fmv3xRdfhBDH12ALm14TNO2GshIf403ToGwuGiQtcdOKxVtkwOtA1rIokpYgebF2nRQYYlslyHGffEetEVrAMPRyM4wxiXhF7OMHP4qDiqIQxyCjhUM+n3KwLzHJZVHiXPI9VZraWlQArQKdikwmNUGnSGbvCT6iywJjNGUSQedzYAgYvBS0xnPw4vNcKcXJ+RVKh8Qrhq5rAdFbrBOiKAElGkekVAqVePvDMFDX9c1EUE1mJY+FyS76mv/unAhTfXBYYyW0IqjkDuQZI611stZiy8POZWtViBPKanWN0lCU4mBENGOBkN+/Toi/MVZ+PxfdSkFq+HzMqPRPvfY+kXU7nc7l/IQczkGiwoiAXQoraTqEBy1UCKMKjDK4YUCFQKkNQxjohg43dFj0KDDM1LZdDjFAPalTQMuALTSuH/A+odFhGx0uFJZADhTRI2VBgqpE71COUKZGEFWV9EuyHgwu+DGSOov9IuLMUpR2JytgG/JijCDWIVm15fOQU4Wrqh6DS56dbBljx79n9Fp40DbpjSBI7jXt0DO4HqNj0owU4lmc3LYhUE0sRIk8N1rhXE/f9xRlQWEMgQEXFX6QqUZRVBRGOP0+OELwGANUVnzrm4Zh6Nj4hpeee4mroeHNf/Q+9V8ruf25Q5b7EZsmBRl1cMETlGgcnPdsNmv29vZ+4nr7mStSpdS/hZDsfzNuz+57wAs7P3Y/fe0DR4zxd4HfBaiq6meZlP/y+OXxMx2f5Nq9+/z9OJlN6bue9bCmrmv29vY4PT1lub/kuZdf5p133uG5555jMim5vLzk8vKC5d4B9+7dwznP4DvaXgJRrt675MnTRzx48EA6ZkCpwP7+grJWDL5lcBJYEIIE0EQdeHp6ynK5xDnHptlwvDxiMq149713eLl8QDWvEx/M5/cgm3AeLcPIz1TW4LXEqC4ODyS97uSEpmnQxhAUFGXJSw9eZnN1za//+hGmKChsyenJGW3T88rnP0+Z+G0gY9pIpGt7iCKmODu9ZDZdMJtP8a5D68jgWqrScufWLZqm5fH7D/nB9RUx0UiKouDo6Ii6rmmazRiusNzbYz6f473n4cP32aTC+uHDhzz33HPj+crFdVGWTBNlRfuANecslxOM0Tz/3D2qcsJms2HoWt790dvcv3+fq4sVZVlzcHiE1WpEXHJjny3bRmpHujlny7J8jvP5Bz7SNujnuXa//vWvR+/E8UNjaIaOoZdgFhL9J8aITlaQMTVrSonqfblccnFxgY4pUEFFlBGUS2vN4Byz2VQEkogQyKp0rrz4wds0Du/6Jr1C4YX2w0BRlty/f4em64g+SMRvLh4H8f7VVjjn2hgoZFwcw4ApCohKikIUoXeQx8plpnJ4hiHZz9nMEY54rwk64IMCHcSeKhZo5VHGE6MHb/BBoU1JZQuGvqfpU9y5ETu6okg8T5P8sYsCEhrmXOIdJxuuZ9dFLsoyR1Ts7LYJaxot9CoHMvq2kN1EEp3CRHn+QQmqbCp7w9bN49HWMAwOY5LlXkL8dUjrO3rAoGwKfVLiQhM/QtX/81y3h0e3o/duPNdaJSErEFRupsQFAsT9JHu7Dn6QzzjxgaML2CiccJ+aFDNydIVqkq/x2XwqS693lFY8gLVKWL8SWp0gvV5oERqyKtQYWXM+QBwCtqokZMVI6mxw4IKjMAUxOb2oJKDDaDApIAOxPZM8hJCuR6kBvQ/jOpK3m+xMM32J9EKzyDbKNWHS2hdxqnCRBUnWuOATHcGhVYGlQBsJU7FGin+P0IH84OgHT5WjqLWGkFyuoiJ6ca9Y7s3Ebhcl01Y3UBhBlfuupY0bATJ8gfOBwhh80DgnNriDd6h2zXuP3uX2vRd58kbHvc/13H0AqoiJB6/ywhtj0mMMGK1ZzBcfuV5/psJYKfU3gf8I+Osxxs3Ot/5X4L9TSv2XCJn+VeCPf5bn+OXxy+PncXzSazcjuVdXV6P7h1KKl19+mfVGwjKOjo4gIjZkfmA2m9K2LZPJlJOTE/b392nblqurK2IUhKsoLKjA6npFVVWsVtdM5xV7e/vC/42Krm3HEeoLL9ynbSWKt65q1usVVV1w65aMip3zaMPo0ACMKEkiSS8AACAASURBVFNGGkJMo7MkJgG4c+cOpDjzvu+pJ7Xw8KLY6i339hhScuFiseD27dsj1SPsmM+3nYzkV6sVXduJ+GoYeP/9h/z5n/8J9+49x2QyxRhNcB7XSVLkZiOeltYaTk5O0NpQ19UNhKLve3oYz/1sJhSHGCVAJKM+GU0xyZs0o2Pr6xUX5xf0Q8vh4QHWFmOUc9M0zGazFBldYCrL+fkZcRg43N8fLduEy81YGGcUTyWxoTgx6Bt2WOMY9GPyKT7ptauUQluD68WK0Tvh+FVVxWazGTmIQ9xat+XzYq2l6zqmVc26bRCINjsCBMqyRGvNJqXOyeeRUjedo/Oe4AKul5jb5WLJtColaMNq3OCwKFR0WCPWgDbRgLz3KAnnxRaaGI1QhBIvUyU6BoDzgqCOgh9Iwh+dQCXhnKqopfhMfN8YIzbBqc3QoqxH2QHfO3SQArvQns6kRgIRRqlETbq6vEIhzjOmKsYgGGOk6RAheBxDNsaCZufPvGafjVGXQjnSdxKUkkNJCFl4lRozl8SJqaAuk6WXLFQ1alI67yhTITl4l9aAoUvWjJmTOr6+JL7T+uPZtX3i6zadA60jIQ7EoMYAC6s1INd4Xm8qRqJP+5syKf46JmcSn8BzMyLg+feymCx/Fnnt5c8iI6yjqDJGYro2Bj9gVEDrbTM3/l5ExKhBJdWcFOImTVn0M/vEjfeeqGpVVdIPXdIuuBthQqNgVmVhsIhWtZKmNURF8HJdRmQikIPBcs+SaSQqL5joUcqkVNM4otcuiRuz1kphiUQGJ9HOWbCYTfTc4FAESivUhq5rmdipoMbeJ2qLp2k3WF3KRI7UDJrUSMZA122IAaqnj9hbHvHNP/oRnev4537jAUGJeLbve6qySguGxKu/2YD+uOPj2LX998C/BBwrpd4F/lNEVVoBfz890R/FGP/9GOM3lVL/I/AtZGTyH8SPoYz+5fHL4+dxfFprd7PecHp6yt7e3sgN3mw2o+vAYj7j/Pycy6sLiTuvRIS2Xq+ZzWacnJyI1VtZjhvu+fk5e7M5fdvgIywWc9zgaZuWUIBWlsePH7O3XAgXd1qJlVu6QUzqyehqEaLEExdo3CDje20MIfRkeyCQ7csYUfCGoLBac9r31EXJvfv32DQt1WRKNakZhoGu7ajmC3zbUBjDYjZjMpmOEaDODbi4jUVWStH1LderS7S2TGcz2rblYP+IoQ8E38gNIXhM2sQV4plbZGcAawjB07SSMjafLz5AWaiqauTaFUUxFrh1XXN1fYnWisXeEsJU4sxTWp73Tm5UKDabDU+ePsG5HmM1VV0xMzNmizmTsuLi4oyr62vmi0Uq/hNiBDdmzKNXbPqvQlC5XGjKa/8QKfGntHZF3BnohwEfBUGMIPZq6XyqFJO8WxRkyopm60W8e9NpUmPj0oTCGkPvHEMIlLOJWDh5sRY01jKtSyaFFf6k0cSigOgJ0VNoJUhvOl8h5EIlCPqlxK4z25mx25ykukKngkJOdxLABY1WSRAZb7jTo00KZIjQdevE+QUVkp2WEXupAoOiR6lIUWSUUqPCVJDvriN6WYdaCSZttCEQ0FEs64y1qQCRO7hKXFFijtnWSQwX081dvJiNzpxWGeVnGoDUwanxIiKE72xLmq70nUJbnAQE/cyCyfFcaEVwQYqS1DwrRqexz2TdRsBY4TpH4Y2Mo3MVt57OcbzidK6mkxOH+OyqmNBQrTDk4AsRN+ZzJ/7Awg/eensLWWAs+RRoMldf0FObClHhL2+vb60MyguVTZtCPhu1FYvJGhXU26Upm0yV4v/H3ntHa5JcBZ6/G5HmM8+U71YbtVyDkEDdAkbSwawACY1wIwazgFgQB1gNZ1Y7HMQKM8AcYYfDcpgZODjtIiQBQsPsCoQG2MEsIMzAyiAktQxy3a021eWe+1yaiLt/ROT3vnpdr0x3V716r+J3Kk+9LyMzMiLzZuSNGzduRB/dHhKft4m+4tCtLLf9DnZ5dZ0k1IEJnSSJk19FtiNRdxbizoUCIVqPw7UwMfSbhvbMa3z95r7x3ZNxc/c85xQIESpUw1LQEOSodU1cUMbQahPlOIatM4bWRys1cTlsAREbYjA7T9vWNM2I3BS0LXiWOf3JkvuetMTNzzyEwVA1DZgQj1mEMG9lMmF1ZXnu978blxOV4psusPvXLnL8TwI/eal8E4mrzbWQXe89G2vrVFU135wLC6A451hZWWFjY426noXFTiRM0FteXt6eERytr71ej36/35UFvOem4yfCstneM5tWYaJRr6HI+9EFQplOJ6yvn2NlZTUseuGgFyNPdHm1bUs1a6irOsxi7/z6JUwYK6JCj4KJE8hyE8K3GWPo9fq0XukN+vT7/VDP1jEej+n3+2HpX41KbPzQ2mj5aONEjyr6EIsJSnOntN504ibW1tZQD9WsxrcNJlr/ILgiVE0TYkPHSV3WGooyp2kqMpvHpZ3NfNhzsZMhc+UoxPpElLqesbG2Rr8syfOc1dVV1tbXaGpHUzdMJhPuv+8+Dh89xKDfp9/r0+v1wqTEpWUGgz4nH3lo7isM21bp+KmYy4iIzK0VEsc9pdu/49gFWbz67W6cou3aEIPdqwMT/U0NiN8ONRcihMj2YkCx3q5TSOA8n8W6bZlOp3N5zrIML2EhkZXVZWbTKQYTlrMvcgxEH3hwbXQvMCEM2nY4vLAZE+O8Rrtr+JbH9VFFov9rp/wt3uJu4YwFBTkutYtsL4QRrt35gAfXAlGD8UFJsGZbpnKv4VyC8t4t3JQN+3jnmIzHQYHzHtc24TMfX73GBWu1jTGeu2IGRSsq6CaUEyNxkmwnRwaxcUGqBZ9UVFmModspMsQOzPZ91Lki1blrdG4W2xNDO6uomQ/XE8u3bXo+X3avjb6gc1eJrlNDdDcJ/h5hTXHFzBcjmhdTu/i90QlAuvuk25bP+K6GaCMG0e0ORSeXQSZ0e590y0QHX3Ybn5POZ2EGhVtbh/XEMGldOL4dS6V099YoohoU4ajEGskAma9nAD72BTvf5vN91btydw8v1LOlW/K7e9ZdB33bp7qLS95Zgrs41h7BQfTjNnb7ehLfC6c+TCrUqDZriARhxITQdMbEGMchBrIXt30foh+z847cmvkqkdaGc8VLaKe0pm4mTOocVSj6lrMnt+h/8Cw3f/qRsKy5zZjOZtuGkjhadTmkWW+JxOPAuZbReBSUw6ZhbW2N4XDI0tLSfIW78XiDlZUVhktDer0eR48cZWlpCVXlgQceoCgKptMpKysrDAaDubJ1aLjE05/+dIrhgI985COcO3cuWOnEYiTn+PET1O00+mm1VFVYcMWaPCxcwbaCUFUVW5tj6jrMpg7Kbg+iT15ubVBWrKXolrDNg1tG27bM6po8Ktvdwho2s0zHE44fP85sFhYyKYsinK8+BqoPIeM6Zbrf71M3DWvnNkJdjKGK1sXg8tEyGY+ophNUPUeOHKFxDldV0UpZUZYFh48cBuDcubXzPvJVVc8/9osWse734cOHUTxbWyPOnVnnxPETCMGfEg3RCqbTKePxmI2NDQ4fXcVmlvFozNLS0txNYGVllcl0xGhri+XorrH4QQqK2/bHynk398W1c0WvC6h/raT10eRZxnQyXVB2Hc414SOuMl8ZLy9ycoSqbZjOZtTVbD5RJyww4RaiLFjKwuLalqXhIExmMoaeKTCZoV/maDVDxGAKG+9J9PGNExKNMWQSXSSMn6+4GKypwarVLSI0V0p2DJN2VjTnouVrrvhu+2NK58owt3wTF7rwccEmFy29PsS8jaMDgmJtGBHIYqdBbJxA6MJSuTYTllaGqEIzq+auVqrBIt3GEQ3vw4Icc79YDUtSW2uCZdR3Re/cLkDx+DYqFJ3Gu6A0z10wutjHC9bVxQCj3bviYmSKxXvX3dssy3GupYvZ213/AgMd14xHuZ+IzF1ggPliMqHOHiRMCNteCTF2mmTbt5YYxq5rS+ZWXBNdHqIrznkjEfOoB5172vkdsizP4tLvnrqqaKpqHqklKOl2bteOfgR0PvyZDSHj1Gt4xjI3jId6iZ8bw/Gdcr+4PHZn4bYxKsWidXj73QjljS4XcaJlt2AHXbnm9zyEtjMGxPjom75937uIMq2vw2iTkbmBI7iBhKWmfdfLJaMbn5DoBjSPjiPbhiMlhO40mSUjo80yxE1o3IgiL9kcj+Fkxsqwz+jkhNVbhvR7Pc6eOzfvNBRFWAykG728GEkxTiQeB03dUNUV/eEgDH/FGK8nTpzgpptu4sMf+jCHDy8znU4ZDAYcWj3EoUOH8N7z4IMPsrW1RVEULMch+W52+NbWFp/9nOcwGA7Zmk6w1rK8vBzjxW77k21sbHD06FFuueUWNjc3WTu3Tp4F39rOgjoeB4V4Op1ijJ1/jKu6ChOE4mSn6Ww2j5vcNg2Hl5dx3rF2bp1bbrsVG5Xis2fPzkOcfdYzP4P19XWKouDMmTNzq2rnUmKM4aGHHmJpaYnBYEDd1DR1zdq5c8xmFcvLy+Q2NFSbm5vUVUVVzbDGcMstt9JfXqI/GFCIod/vs7W1gZjwwTl37hyDQZ/N9TG33nprDC0m501o61wARqMRhw8HZfo8y2Yd4iJvbm7OXU+6MHm33HLrXLFXlKquQmeCzqpo+OS993L3Z33WvKGdh2mLH69O4ehCcsnCB3veOO+VgqFhIQhjg6LX+alqnPPjfPDtdq5hNhsHa5waxHuqdsahwRG8V4arS0zrKc55rGT4Vsly4fDqUlyhLcYQjhakdlYxLEucWrwqk2kIRRgme20vq22s0orDRGWF6EIwV1Z49LK2i241nZ9zXddkNs7gj+GgOqXAbhsDw2x+wsIx3Wx/awTrDRuTDXxb4VuPazW4Q0Xf4hCjWDA0YfEQCeHEiHU3Apnp41qHMSGihMTJm91S4SqCj0PvzoVlc/M8JyOs6uVpo4IefGFr3+CabiXC7dGZTr7mMbNDbyJOhNq2CIqVufK8uCrj4pC89x7vlLIoqJpJsJ7OI2mY+eqBe4GxIYRcFydaEJy6aNkOESKCu8H2SneLimCYULYdOcJ7xdgQK3pxjkAnV0F51nhv2213qYX7LYQJoj4qmvPnYAkKbBbcklqbURqhNDleu9Vguw5PVOyNQUSDhdhsK6jdQhjQohrngmjn4xutv9HyHfysPcbkc/987z1FXsQRtu1VcEP24b1qnMO2HmPK7VX7Oqv0fLggdJi8d6GTYQTVdp6vIYs++zGWcOyIeBo2J1scWjkarPa6HbdcVWm6uP3G0LYZ1oRvVTur8XmIH+1NRq9X0rqSqqpBg2teU/R46KEz/PX/fQ9f/q+fi0hGv9eby3RubZgPOR9R2Z2kGCcSjwMxYVr9dDKh1+/PP/Cz2YzN0Yg7brsNMZ6Nc+cosgybZ7QalieexFn/bdtyy6030yuHWGspipx+v8+sbTl5371Yazl5MsQRLsse4/GYc+unqeuam2P84ocffpimaRguDVhdXUVpQHJ8nKQzm9VkWcjXWstkMsG1jhCVoEfbhqgAg7KkX/ao6op/eO+7eP7zn09eWM6eO8Wsajl7bg0D3HH77Tzj6c/AWss73/0unv95n8eTn/ZUirh87qJ1rCxLNjY2WFtbo9frc+zYcQ4dOsz9936Ks6fPsNKtNOdahsfD4idela3NLTY2Nih7PTR+HFZWDrG+vs5otMXttz+ZLLNsbW3x7ne/m6XBCtZm9Hq9uYV4NBqxuro6j/faNA39QY8n3fwkpithOenx1hazpmZ1eRkjhkceeYTRaDSfJGmt5fCRFTY3N+n1Sra2Guq2Yjgc8mlPexp5UVDX9XyZ6262eBMjK/jourI4QaZTSrrg/XuBAhvn1oJyqXGhAetwKEuDAQ8/9CB5njPMS+IUGMreEGfg6LElXBtcF7PMkJmwgIlvlUY9RW4XhnVNiPTg45LFXTjC2uFhPpTfdaS6JcitDZPBfPgu060SZ61FbFQgrNBUUdkzStuG+96FY6qqah5JY1Fp7nxF5y4ENihXzVz58bTqmbUeyUtEMlxbx4U5ti2VxhisCFWrqAvKT5Zl5NFdwSmIyZCsDdZWglUMYS6nXWd48Z0Jq6+BNm1QyLIQC9cSVqPLxeDYnkiLbsdLXvRfbxu/7QMxV+aYdz66Tto8LnXsNM9iOL6yHyyChSni8w7W7ixamfdCMxYRTBibDxZ/ryGUoIDYoPQaQkzjto2rJQrzTmrbtlFxBsQj1oUOUFy+HDhPaew6uM63F3Q1cXF5etNNblwsqyoSF05xVYWrKjJC+Lwsy6ib7et1eW2PgsSQc+qjf3FoWzoLf1euLooGDnwMTRfeD6XIyxiOc1u+fBvK35V5bmWPnavchEWrGm3jKnEmdoQUi513TuchDu32cwHC5Ow2zLno3pFFl7OylzGrx/TKjDzLwwha9M22RjCqWKBuZhjTIp2xw3hm9YQ8yxEtKYs+3imtq/B+irYD3LRA1x1nPuo5/gxhUBZRqQ/uMwbmLiwXlbFLzc67FojIaWAMnNnrslxljnGw67jX9btDVY9fywuKyBbwkWt5zT1gr5/rtWAv63jN5RaS7B4gbijZTfrCgeK6lN3rQjEGEJF3qern7nU5riYHvY4HvX4X4kaoc6rjweRGqHOq48HkRqhzquPecWmbciKRSCQSiUQicQOQFONEIpFIJBKJRILrSzF+3V4X4Bpw0Ot40Ot3IW6EOqc6HkxuhDqnOh5MboQ6pzruEdeNj3EikUgkEolEIrGXXE8W40QikUgkEolEYs9IinEikUgkEolEIsF1oBiLyEtF5CMi8jER+YG9Ls8ThYjcKyLvF5H3isi74r4jIvInIvLR+P/hvS7nlSAirxeRUyLygYV9F6yTBH4+Ptf3ichn713Jrw5JdvcPSXbP5yDK7kGUW0iyu8hBlFs4mLK7n+V2TxVjEbHALwJfBjwL+CYRedZelukJ5otV9e6FOH0/APyZqt4J/Fn8vZ94A/DSHft2q9OXAXfG7ZXAL1+jMl4Tkuwm2d2vHHDZPWhyC0l2gQMvt3DwZPcN7FO53WuL8fOAj6nqJ1S1Bt4CvGyPy3Q1eRnwxvj3G4Gv3sOyXDGq+g7g3I7du9XpZcCbNPB3wCERedK1Kek1IcnuPiLJ7nncSLK7r+UWkuwucCPJLexz2d3PcrvXivGtwKcWfj8Q9x0EFPhjEXm3iLwy7rtJVR+Of58Ebtqboj2h7Fang/xs4WDXL8nuwX22cHDrd6PILdyYsnuQ63ajyO6+kNtsry58A/AFqvqgiJwA/kREPryYqKoqIgcqVt5BrNMNSpLdxH7khpNbOLj1usG44WT3eq7TXluMHwRuX/h9W9y371HVB+P/p4DfJQwDPdIND8T/T+1dCZ8wdqvTgX22kQNbvyS7B/fZRg5k/W4guYUbU3YPbN1uINndF3K714rxO4E7ReSpIlIA3wj8/h6X6XEjIkMRWe7+Bl4CfIBQt1fEw14BvG1vSviEsludfh/41jjb9AXAxsIQykEgye7+J8nuAZHdG0xu4caU3QMnt3DDye7+kFtV3dMN+HLgn4CPAz+01+V5gur0NOAf43ZPVy/gKGEm5keBPwWO7HVZr7Bevw08DDQEH6Dv2K1OgBBmEH8ceD/wuXtd/qtwP5Ls7pMtye6j7seBkt2DKrexDkl2t+/FgZLbWKcDKbv7WW7TktCJRCKRSCQSiQR770qRSCQSiUQikUhcFyTFOJFIJBKJRCKRICnGiUQikUgkEokEkBTjRCKRSCQSiUQCSIpxIpFIJBKJRCIBJMU4kUgkEolEIpEAkmKcSCQSiUQikUgASTFOJBKJRCKRSCSApBgnEolEIpFIJBJAUowTiUQikUgkEgkgKcaJRCKRSCQSiQSQFONEIpFIJBKJRAJIinEikUgkEolEIgEkxTiRSCQSiUQikQCSYpxIJBKJRCKRSABJMU4kEolEIpFIJICkGCcSiUQikUgkEkBSjBOJRCKRSCQSCSApxolEIpFIJBKJBJAU40QikUgkEolEAkiKcSKRSCQSiUQiASTFOJFIJBKJRCKRAJJinEgkEolEIpFIAEkxTiQSiUQikUgkgKQYJxKJRCKRSCQSQFKME4lEIpFIJBIJICnGiUQikUgkEokEkBTjRCKRSCQSiUQCSIpxIpFIJBKJRCIBJMU4kUgkEolEIpEAkmKcSCQSiUQikUgASTFOJBKJRCKRSCSApBgnEolEIpFIJBJAUowTiUQikUgkEgkgKcaJRCKRSCQSiQSQFONEIpFIJBKJRAJIinEikUgkEolEIgEkxTiRSCQSiUQikQCSYnxRROReEXnxfrm+iDxLRN4lImtx+1MRedZC+mtE5AMisiUinxSR11wivxeJyIdFZCIify4idzye+iSuHftQdp8iIioio4XtRxbSSxF5vYhsishJEXn1JfL7nnjcZjyvfDz1SVw79pvs7jj330U5fvHCvnt2yHUrIm+/SB4vF5H7RGQsIr8nIkceS1kS15b9JrdJX9idpBhfRUTEXuNLPgR8HXAEOAb8PvCWxSIB3wocBl4KvEpEvvFCGYnIMeCtwI/E/N4F/OerVvLEdcUeyG7HIVVdituPL+x/LXAncAfwxcD3ichLL5SBiPxz4AeAF8Xjnwb86FUtdeK6Ya9kV0SeDnw98PDiflV9difTwDLwKeC/7JLHs4FfBb4FuAmYAL90NcuduD5I+sJ1hKqm7QIb8BuAB6bACPi+uP+/ACeBDeAdwLMXznkD8MvAHwJj4MXAZwP/AGzFc/8z8BML53wl8F5gHfhb4DkXu/4VlD8D/hdgcpFjfh74hV3SXgn87cLvYSzLM/f62aTt4Mku8BRAgWyX9IeAlyz8/nHgLbsc+2bgpxZ+vwg4udfPJW0HU3YX8vx/gC8H7gVevMsxL4xlGu6S/lPAmxd+Px2ogeW9fjZpO5hyG89P+sJiffa6ANfzdqEGDvh2Qq+/BP4j8N6FtDfEF+DzCdb4FeA+4LuBHPia2Mj9RDz+ucAp4PmABV4Rr1le5PrvA15+iXKvA218UX54l2MkvoDftUv6fwJ+ece+DwBfu9fPJW0HT3bZVowfBB4Afh04FtMOx7SbFo7/OuD9u+T1j8A3LPw+Fs8/utfPJW0HT3Zj+tcDb9vt/IXjXg+84SL5vA34/h37RsDn7PVzSdvBk9t4TNIXdmzJleIKUdXXq+qWqlaE4d27RGR14ZC3qerfqKoH7ib0xH5eVRtVfSvw/y0c+0rgV1X171XVqeobgQp4wUWu/xxVffMlyngIWAVeRRDmC/Fawsv467ukLxFe2kU2CC95Yh9yncvuGeCfEVwfPocgZ78V05bi/4vyeDFZ3Cm73d9Jdvcp17PsisgywdL73Rerg4gMCB26N1zksNTuHiCuZ7ldOCbpCztIivEVICJWRH5aRD4uIpuEHhoEi1THpxb+vgV4UGP36QLpdwDfKyLr3QbcHs97XKjqGPgV4E0icmJHPV5F8B36ivjCXogRoQe7yAphiCexz7jeZVdVR6r6LlVtVfURQiP9kqh0jOJhi/J4MVncKbvd30l29yHXu+wSlIbfUNV7L3Hc1wDngL+8yDGp3T0g7AO5nZP0hfNJivHF0R2/Xw68jOALtEoY/oUwzHChcx4GbhWRxfTbF/7+FPCTqnpoYRuo6m/vcv0rxQAD4NZuh4h8O3Fikqo+cJFz7wHuWjhvSPB3u+dxlilxbdjvstudb1R1LZbnroX0u9hdFu+5wLGPqOrZx1mmxLVhv8nui4B/E6OgnIzX+h0R+f4dx70CeNMOxWcnO9vdpxGG4f/pCsuUuPbsN7ndSdIXIkkxvjiPEGa0dywThi7OEgTopy5x/n8HHGE2ZyYiLwOet5D+fwDfJSLPl8BQRL4iWskudP2LIiJfKiLPjT3VFeDngDXgQzH9m2OZv1RVP3GJ7H4X+EwR+VoR6QH/Dnifqn74csuT2FP2m+w+X0Q+XUSMiBwlTPT4C1XthufeBPywiBwWkWcC/zO7D0m/CfiOGI7oEPDDFzk2cf2xr2SXoBh/JmEo/G7CRNF/Bfxid4CI3EaIpvLGS+T1W8BXicgXRuXix4C3quq+tLzdYOwruU36wkXYC8fm/bIRenv3E5zT/zeCH83bCMMD9xGGFxR4Rjz+DSzMII37Ppcwi3REmGX6VuBHFtJfCrwzXuPheMzyha4f990DfPMu5f164MPxWqeBPyDOWo3pnwSamN5tv7KQfl7ehJ7uhwmzS/8CeMpeP5O0HVjZ/aYon+OY15uAmxfSS8LEpU3CB+DVC2lPjmV88sK+V8fjNgl+ceVeP5O0HUzZvUD57+XRk6B+EPirXY4fAV+48Pvl8frjWO8je/1M0nbw5JakL+y6SaxQ4hohIn9PEK7dnNgTieuSJLuJ/UqS3cR+JMnt3pBcKa4yIvJCEbk5Do28AngOId5lInFdk2Q3sV9JspvYjyS5vT7I9roANwCfDvwOIeD1J4CvU9WHL35KInFdkGQ3sV9JspvYjyS5vQ5IrhSJRCKRSCQSiQTJlSKRSCQSiUQikQCSYrzniMi9IvLivS5HInGlJNlN7FeS7Cb2I0lurw1JMd5HiMj3iMgnRGRTRB4Skf8gIllMOyEivx33b4jI34jI8y+S1x+JyGhhq0Xk/QvpPy4i7xeRVkReew2ql7gBEJFCRD4kIhcMFi8i3yoiKiLfeRl53SkiMxH5zR37j4vIm+N7sCYiv7VbHonE5bKb7IrI3SLybhGZxP/vvkgeox2bE5FfWEgfiMgviciZKL/vuJp1ShxcROQ1IvIBEdkSkU+KyGt2pN8rItMFWfzji+RVisjro+5xUkRevSP9f4zvxpaIfFBEvvpq1etakBTjJ5BOSb2K/D7w2aq6Qggofxfwb2LaEiG+4ecARwiB5P9ARJYulJGqfpmqLnUb8LeEmIgd8TRACgAAIABJREFUHwO+jxDbMHHAuQay2/EaQszMC5XhMPBvufzVkn6RIPM7eStwkhDf+ATws1dezMR+YS9lV0QKQqza3wQOE9rdt8X9j2JHm3szIebrYrv7OkL7/Rnx/+95oiuRuD64BnIrhNjJhwnxj18lIt+445ivWpDJl1wkr9cCdxKWpf5i4PtE5KUAInIrQf5fTVgG+jXAm2XH0tL7iaQYX4LYq/rB2AtaE5Ffjyu7ICJfJCIPiMj3S1gK9NclrNz1AxLWRz8rIr8jIkcW8vsWEbkvpv3QlZRFVT+uqutdVoAHnhHTPqGqP6eqD6uqU9XXAQVhluul6vgU4AsJiyp013qjqv4R+3St88T1Jbvx/KcC/xPw73c55N8TVrw7cxl5fSMhkP2f7dj/EsIyqq9R1Q1VbVT1H660rIm9ZR/J7hcRojv9R1WtVPXnCW3zl1xGtl8LnAL+Kl7jmcC/AF6pqqdjO/7uKy1rYu+4nuRWVX9GVd+jqq2qfoTQgfv8x1i1VwA/rqprqvohwip83xbTbgPWVfWPNPAHhMVpnv4Yr7XnJMX48vhm4J8THvSnEZaY7biZ0LO/A3gl8L8CXw28ELiFsMTiLwKIyLOAXwa+JaYdJQgVMf0LRGSdiyAiLxeRTYLycBfwq7scdzdBMf7YZdTvWwmrMt17Gccm9hfXjewCv0CwCE93JojI8wirPv3KpSokYfnSHyNYKHbyAuAjwBvjx+SdIvLCS+WZuC7ZD7L7bMLSt4vhnd4X91+KVwBvWjj3eYQV0n5UgivF+0Xkay8jn8T1xfUkt92xQjB+7RyN+y0ROS0ifywid+1y7mHgScA/Luz+R7Zl/F3Ah0TkX0hYXvqrCUthv+9yynZdstdL713vG2F5z+9a+P3lwMfj318E1EBvIf1DwIsWfj+JsKxiRlg//C0LacN4/osfQ7nuBH6chWVzF9JWgPcDP3iZeX0M+LZd0n4TeO1eP4e0Xfl2Pcku8C+BP1q49gMLaZbQuL4g/v4L4Dsvktd/Ar4//v1a4DcX0l5HWHb1O4Ac6CzLx/b6eaTtQMrujyzmHff91qXaTIJi5ICnLuz7t1F2X0swaryQsAzvZ+z180jb/pPbHeX6UYIyWy7s+3ygDwwIS5afBA5d4Nzbo1wulvtLgXsXfn9HlNUWmABfsdfP4vFsyWJ8eXxq4e/7CL23jtOqOlv4fQfwuyKyHntzHyI0gDfF8+Z5qeoYOPtYCqSqHyX0/n5pcb+I9IG3A3+nqrsNWS8e/wWEXuz/9VjKkbju2XPZFZEh8DNs+8Pv5F8TrG5/dxl53Q28GPgPuxwyJTTYv6bBjeItsdyPdQgxsXfsB9kdEQwRi6xwaRe0bwH+WlU/ubBvSlCKfkJVa1X9S+DPgYv5fiauP/ZcbhcRkVcRRoW/QlWrhfz+RlWnqjqJusI6waq8k1H8f1HO5zIuIUrGzxAU/65D93/KRSahXu+kle8uj9sX/n4y8NDC750rpHwK+HZV/ZudmYjIw4RJFd3vAWF45LGSseDHIyIl8HvAA8C/usw8XgG8VVVHlzwysR+5HmT3TuApwF+FET0KYDX62b0AeBHwQhH58nj8EeC5InK3qr5qR15fFPO6P+a1BFgReZaqfjZh+O6rdpyTVjHan+wH2b0H+F4REY2mM8Iyvr94iXy/FfjpHfsuNPScZHf/cT3IbXfOtwM/APwPqnrBSEA7yiaP2qm6FstyF/AncfddbLtl3A28Q1XfFX+/U0T+nmDAeO+VlPe6Ya9N1tf7RhgaeT/Bt+cI8NfAT8W0L2JhWC3u+x7CUPAd8fdx4GXx72cTel9fQGhgf5Yw9HC5Q3rfCZyIfz+LIJg/F3/nBEvx7wHZZebXBzaAL7lAWg70gDcDPxH/tnv9PNK2/2SX0IG7eWH7GsLH4maCG8WhHel/S/AfXr1AXoMdx/4sYbTjeEw/QvDTe0XM++uAcyRXin217SPZLQhWwe8GSuBV8XdxkTw/jzA5aXnH/pzg1vYj8bqfT7DKPXOvn0fa9pfcxvO/meAe8ShXHILC/vkx3x7bEVeO7pLXTwN/SYhw8UzgYeClMe2FhDlPd8ffzyVYtl+y18/jMT/HvS7A9b5FQf9B4IOEoYY3AoOYdiFBN4SP+kdio/bx7sWI6a8A7o+C80Mx/xfHtC8ERhcpy68Dj8RG9V7gfyf6/UThVIJ/z2hh+8Ld8ga+KTbicoFrvSHmt7h9214/j7TtT9ndcZ1HXXtH+l+w4GNM8L38o12OfS0LPsYLZXl/lP93de9A2vbPtp9kl6AIvJvgCvEe4LkLaY+SXcKE6d/YJf9nA/89tvEfBP7lXj+LtO1PuQU+SXDNWdQHfmVBzt4X5ewsIbrP5y6c+83APQu/S+D1wCZBB3n1jmu9itCp2wI+AXzvXj+Lx7NJrFRiF0TkXsJH+k/3uiyJxJWQZDexX0mym9iPJLk9GKTJd4lEIpFIJBKJBEkxTiQSiUQikUgkgKuoGIvIS0XkIyLyMRH5gat1nauNqj4lDYvcOBwUuYUkuzcaSXYT+5WDIrtJbg8GV8XHWEQs8E+EINAPAO8EvklVP/iEXyyReIJIcpvYryTZTexXkuwmrjeulsX4ecDHVPUTqloDbwFedpWulUg8USS5TexXkuwm9itJdhPXFVdrgY9bOX/1lweA5+92sOkVapdKVBWvCt4DisVAkaE2w1iDUfAiOFXEewoFo4AIoDj1qAhOwImQiaFnLJk1zFpH2zS0rcOoUiBkYrEiqELrHK5t8d4DICKohOv1+z1WlgaUeYF6pXI1s6amaR14xSJkNscQomP71uGdQwEbgsJTlgV5lqEIIl2YPMizjCzLEBEwoF1gtAV8PNZ7h1NwztE6j3MO5z3etaCKNQbvPcYYjJFQGoEyz8GYUCdVvIISw6yoogIGoXEtitJ6z9S3VOrDeSjqPcZkGFUygUzBKlgx9MseRaxHkWVYaxHz6D5Xd715uVXD/Y5hxbuyq0LdNEymM6bTKVYMVdsA0O/3AKFpW5qmwbctXpXBYMB4a+uMqh5/DPLacUVyC2CMVZvlj+OSuyMx1rruEuNfHh2L/TGjQTJ3hHdXvHfcfvstQbZFMGLC+yahBK51TKZTAFZXV8nzcC/iYgi7XayrwPynqpJlGW3ToKpYa5/wOj6KK8z6iRhbu9AlP/WpBzh37tzjregVy+5gONAjq4fw82iMMn9upnt+sv0MHvVM4+/pdBrbIYdzHmOEPM/m7c28PdLQlnnnUVXatqV1LapQFgVZFtrqPMvoBjK9erzXcOPi+W3bsrm1hfquzIsrEwhGQlmzzOK8w7ca2jtgcYBURMgzi2tbRD0C5HlGURTUbU2/7DEY9LHWBjkfj6mqCvXxO6PC8uoqYgxV3eKcp8l7uN4yRZZT1RVt26BAWfYRa+dlFIFBbqiqmiM6YTIes2V6NGLBO/ChPGayhQUwGdgy1EJrRNtYi9Cec37orJii82cW7lUnwxq/Mzr/vVO4Jb7j6j1lr8fKykp83J0MhP831teZTCbXVHaNzTUreqh2cnl+um4LAyIy37p7AAv3Jn4Lw73Q7fZG5Py2J8qfiODVL6TpeQeE9C4fXUiV+fvQ7Y1ZzmVi8b/uxPnzlC4X5medV96FByhitsOOLdyc7vjFfSIS679w7cWaz9//WB9lXk8QLuRxcJ6cLDyHcJt9fB4m6Ho7jjciiBGcc4gYxCyUN5bRGkNRlrRNQ5HnZDboNtZasiy8Y945JlXDdDpjNpvQ1lO8dyAGYyxiLM1stKu+sGcr34nIK4FXAphBif2Sz6Jpa0QdxjWItkivR++OWymPnMAVBWXrmanDAocdHJ+0rLiCpnaocVSmZVQKa4VlywhZK3zG6jLD5RVObqxx6uRZzp4+h5k13JSVPLW3xMpgSJX1ODsesXHyDLNz6zRNS5sLbSn4ss/nfeYzeMGznsmJ1aOMp1M+deYkn3zkIU6fW6PnLGXe4/DKEY70+jSTKeP1ETqr6duMXlTan/6UOxBr8W1LlmUQFe+bjh5juLLModVV+sMeHo9zoD6c51WpvadpPFVVMakaNsdj1kZjNkZTZrMJ1XRCM5vRyzNmTU1hM0CZtS1GhKMry+TDIUWeU7uGxgmVc9RthfcN2SDj0GCFj599hEnl2ZpU3Lt1mvvadZqVHPUVMpoi5SFU4XiWszydsdooTz96C3fcciu3HD3GnU+6lZtPHOPYkSP0BkOwQbyMMShQT6dMp1MmcZvOpszqhqbxjKsZ3nvatmE8bZjNKtbXN3no1Gk2x2PWT5/Gq/Lkp93BqUdOc//Dp8jyjCMrS3zivge47bZb+X//63+975rLrs04fPy2xbTwh8JONWhng7T4/4UbmO200FCEl9/EDtCVsniN+cciKi5dQ2rmHRpF8Uwna/zYj/4gGS3D/pCy6OOARh29csC5M+vc86EPY4zhK7/yKzl+/Pi8QTYX6Bw9qkyhMNR1zaFDhzhz6hTeew4dOvSoe/ZEc6V5X/kdv/g1u7vz0i/7yicg58u+/lx2V1dXedV3fSdkljPnziIiHD16FGMM/SynFcgQjAhZnm+XXYSmacjKAhHhPe95D6fPnA1GBxM+bCeOHKVfmqBoliXWGlrnqOqGtvE4bWiamrZWqlkwWJw9e5qtrU2OHjnEpz39KRw7tIKIYVrXQQnyULWOU2fP8o53/C3TSYVqeC+E8FHNrKXIDEWRsbwyZDabMR7NqF1F6xWnAmoQgnzeeceTeeT+ezHtBOMd/TLn6OEVTty8ijn1CEvDEmMMM1cznvWY1TlNCy2GTc35hm/7Tk5trPPA/Wc5s7nFQ8fv5PTTns/AWhyOhx68n9uf+ix6KytI0cOZjFYF52qGqqzYhu8/8RD3f/C9vH1zhfdNe4xmDaaqYDqjacY8adpQf+xjjCcVyIxhv+LQipm/z00bjCRePc61tAsGHu+DIrJo8An7QwclKMDBQKHO4ZwDwFpLXdd47/m6r/8GTtx0IvSHpbNGQessv/Yrv3bN5dZkBUfueC5gz1P0unqqKjY31G2DlQxrc7JosIFgWFJViqLAOUfT1Hhtsdbg2nCfjDWgwdTVtZXGGETAOSWL3zYEnGvn9znc21iGTBAMqIAIxkTDlPeobj+P0E7KvGxduyyxg6eqOK94wvvYL0taDcZDHztQLCjCTsPz8y48p5C/BoW+qwdmodNwvvFFMOF8DZ3ceR3YbtO7jm3o9JrzvlX5QltRe4fEdCNCRmg7HIqJz8SabLtDbszcuNLr9VhaXiHLMjY3txAj3HzzCQCWl5c5ffJhbrvtFo4fO4r1jmGecdOxQ+RlTpZnnFyf8ed//U4+9IH38OAn/4HpaI2sWCYvCowYHv7EP+yqL1wtxfhBzl8W8ba4b46qvg54HYA9tKQ4idZLwZUFUhRorwdlSVH08N7TuGDdzWy0BhjFtRkb4xkm99g+NEYgtxQmQzy4Rpk6h80NsyyD4RCTNSgW3yvR1RVmRU5VKupbJLPIrAIUV0CznDMW5fTmBltVxayacfrcGqOtKdp6xqrk1qJ5Tu2h9p5WPCYTbBYUmCzLmNWzIHqqmMagKMYaxrMJtXOUeUGWZygeVUERHMFC4rwL5wlYA1lmKYqcfr/FmB6FFZrcIlYo7YCBLagbRzPeYlpPOLe1iWkbhnnO1mxG46H2LbVv0EJYKpbIZhM2phO2Rh7XCrlYhnnGyAhtDdl4QjszSNmjdeGe5mJovLI2HnN05RDY+BLGF810DYq11G1D29Zhc8HKq0iw8ntPLoaNakrbNIzGYyazmnFVoSIMBzm3POfZLPX6bG1tIsePc3hlmdnWiJOPnGZrNMWIuyZyu1N286KnF1J4u975YkOyyE6l7GJKWqcQd3QN72J6p9wu7tupPF9IUe0a3sUySBxFEQxGcnxrcNbSKlgUazN6kmNC3xxVj3M6b2gXPxIXq6OqzrsORiSOFG0r7TvZWc7HwuM69yJpu1mTz7OvXUUln8cgu7fddqtmRYHNhRPHj8SPmsWYIny4xOBUsXnOrG6YTCZsbGywtrYGAssry5RlSdO2iDEUhaHIcjCCakvRWyYzhn6eoxhQi88MaEUz8xgsZZFR2B4qnl4/Zzo7gvOOj9x7P+/e3ORZz3wm1WzEkdVjlHmJ0TAKZ01Q6OaWNcLIl1+00olE46tDPZioFHsFJ4o4R1HaoOyJRSw0rsVYwz/7rOfyjj/4PYwRytwyq1t83WCdw2kW6iKWTDyCxRtQ39JXZVVhPN7AW0vPeramU5qsgFYxeYkxOeqUsQU2pnwsK6l0mUMrq5wolsDPmNbnMMs92i3H2cZz27OewfQD7yZzWywv9UHBSFDUWgnvnjpFPVGRCaMAgsEieAlqZGf1s7DdZqig0Ypm8k5OPNZ7CmspexliFDE+dCrUoOpwVcWsaXkCuCJ9IesN1fsWMWEUE5OBGDxC1VbkGdS1x5o83KOoQEJQGLcV4mbednoHzjsyG25A27bkuUU94BWiFROIo5xhxBNjopErKrOunXfSvAsdiWhcpVGPcz4ooq2L1+7aaYlKt1topxcsv6rYKNl1U82vtz16F6ze0o26o6iLI7A+vBXOh5E45xzC9qicave9CtZm510okxHC03UYCZKE94gJ7VjrGiwWtQbMtuLsY0c6dDhcGDUXcF5BDHm/x2h9g8P9IdYalpaXOXz4CHmRU9c1T7rlFt7+9rdz1113M5lOKXsDDh89Qa9Xgjq2tja59dbbGY8mnDy1hmQ9MiNs5i1jGTGdVVSjKYdufhKHDh9jsLxEUQ6op2OstQwGS0xn1UUF8mopxu8E7hSRpxIE/BuBl1/sBIPB5CXOejQDrKDW0hjD1AhatahzWB9ezplVRD3j8QbTtRnFao5Yw6yXIZJTGEurDVVT49qGKaBlRr66RNEq1kFrC6b9knFumLYWHRZYP0RnRWg4S8iXcs65CfedO4OIRWctdd2AZJSDIWtNxcjCioFGYOraIBhZho8KRm4yWu+pqxrUY4wlyzNyEdbW1hkOh9TVIcbjSRgKiMPVTqLiqIr33VB2ZxXJKIscI6C5ZUNbVAjDXv0hddMy9hUb7YhZVVOqp8kyzo1H1FXLzDc0mdJfHVL6PhtVzcbWjNHEkZMzLHocL5XKTHFOwBSwsQbDZezyYQZ5n4EaqqZhPJsixpBpcLnoeq5zRck5XOvmls/QsITGqm3a0PhEJcm34aUtMmHYy4EBNuuh3nD3s5/NyTOn2FzfxDcV1XjEUq9gq245srKyJ3ILj1bYtofuOO9enDfMeREL8YW4lCJ9ofystecNqe0sw6LleacF+3xrctd4ytzCa6PFxHvHhYbULjSUd6E6aZQZH604j3cy8M7OwRPJbrldqsSy4/+rxBXLrkjofM+mFePxiPFkgmsdZdGbKxCdW0unSFRVNR8qrqqKtm3JrKVf9kLHRpXZbIb0CowxWGOIqgmZAc0sqjYOXXuE8AEWI/SGA8pBPyglRYEibIwnnHzgQZaefYSiEOq2jQqwx8vCPZXokhNH2Uwcgs2yLFi11OCcgu8UAMGoIgaKoqBtm+iy4ekPBtz9Oc/jL/7g92lcQ24NomAFvBhUgzLTGse7P/RRZl7YHIfRr8Jalno5a6OGo6srTLeK4OJWVzgEa3JyE1z0tK4B4b9tDFF9BmedMlLF5y2a5Ujep8xnaHWK2sJwaMgag8GzrTRtd4x3jvyEZxeNMLEbK3EofO6qEl3a5oMBdMPe4T4ZYzDWxCHw2EY7pW0bZrMZTbMHsqtBiZXQwGJUwWYYm5NlBVkGrW+C+6FzqFckGm2cc9R1PW8b5/fAK+BRE11/JCj/4ZjQ0fD4eG0PdG2rm984UebujN57vITOpTEGfDQ2qA+dFwOqDq8SrbGxaqoLbXI0gAiIxmcS66DRAGGzbF4PG0dOmOcRXOGCu0Rowzt3xa7ei8aMzoh3XrvvlNY5MpthcoNTOLRyCBBuO7TKqVOnyMqS1nuapqFX9rAmI8ty8raO992G74SG93E0HrG0sszyyhKj8Yi6qZnOpjRtE0aUP/5R8sxw8uSD1OMNsrwgL/qICG09Yzadcubk/VSThqqu+cgH78HkOVmRU5YZIsogK7l9MmE4XGJpaQVrcxAT6wdVfXHBvSqKsaq2IvIq4L8ROqevV9V7dj9DcJlAmSHED6Qz0IaXfOYdVj2HtME4xXtD3Rpc7dhaO0tWCZkrsZTBB0XCRRvXUgHeNVQC5bCkGFh6alj2QtkapmXG1DtGriEznryfk/dLNDM0Jaj1nNzaRKcgXumbnF4vxwxyZt4w05rlYQmFpfXK1LcYVXIsXk3siRmms4Z2VgWrTJGT2Qz1wmQ8Jc9zqqqidg1lWZJZi8my8BLERktV5i+JESG3ljLLyASMydiYbTGL/n1SZBQGTG6YaMOknXEEGFdTTm1u0M4aGvH4YYa1A7y2nBk7qhlMqxqXe5bzHseGy4y952E3gTZDxjOKLKdYhmHep2g9W5MRS72S3twq3M6V4ygLoacdX/bzFBdCXdSE4RUbP6RRimjVUTnHSi+nruHE0aPkZcF67yz1bEy1PMAWBT7LseXj9/O9crm9rDwfpXTuOILgxWV2ut5G21ew8iCddVW6fwss+Ikt7p0Pycl52+I+ON+S/CgFPKaLthjY3mJjLQtG6cUOwuJ1LuceTadTlpaWLnnszvN24+L3/IknPqX53/Hic++8q81jkV3nHOsbG9RNzWQyYTye0DYNWTamKIrz/MU7i7eI0Ov3437wLnT0g68uqHdkJnTe8UHx1DgkbDWc5DUjs8GihHT+vzJXIoJSntPv96nrGpOXVK0jrxuatsU7HxTnabUta7FOomy/JwrWRKtY16kz3TsVjAzLwyXO5sFthDDijYrQiCEfDmlnE2pL8KNRwRN8i2vCPJKT6yOwlqquqbzDtTV1O0MLQ+tbysESRhusCM4UeA0uC7QtfjKlrJV/2mqoxuCaCnUVrpmiVY0ai5lt0YzXaXxFmSnW5Mwtc6r4aPlT1eCPqSa0JAvvn6JRaYqjsgTLIjAf3g9Ks277lqMYU3D48OGg2KgintiJVdrWM6mDMfXxcsWyG02wQdFzKB6jYVQ1sxkiBmOUtmlCvaxFFOompLv4jTLWoD6OwPnQxjrf4jVYTr3XoFTPXRrc3E+265R0lvmuTGJsUCi9ouJRQ1S6gwIcFFcfBDX6zitdB2d+R4KCrF1bv+CVHK+rxsefwcWC7h0TsBpk3RoJo80SOkZAVJQBMbSuDQqvzfAYbG45dvwY1XTCZLJFZoMOY6ySZzlF0UPEoARf3qwoEGvwbYNvWtqmYebi6IyRkH9RhDlHIpRFQZ5nGIHh8hJqDCoGr8LmaIRzHte2VPWMwXCJzc0RuJpcoWrC/AX1LdZmnF1bx5oC55XJ1ois1ydrlcmsZjDok1thbW2Tqm4ZjyZzt48sL2jVI9n2COyFuGo+xqr6h8AfXtaxBtzAINYT/BE6Z3CDaUNjUwDHvdJ6x1brqJzQzBwbW1v08h5elF6ekRlHH0/uBetaWlUMHm8Ng2EfJGNoc46QsVoJD3tHPZkxnk7peUe/36PXG5D3cqrMUU1HbFUOtzXBGM+RQyus9ixaCmuTGjLDcHUJTEY1mTJpa0zVYqUgzy3W5qgXNkcTsthQFRLUi7b1YXjBK1ujESpKWZYUeU5eFOR5gVONFpUMF1/gMKwCRWZRC7awmK2MzemE1tes+oZcPR7P1LWsN1OWNePMZMTp0RZSeyiCEuqz0Ps+szEDKfBU+MxjSxgWBcdcn4fqM5hNh3OGwnsyr8Hfr24ZjTa5ZWmV0ikb0ymH6jpYhZ1HjAOJL6P6+VAUGhpYQ5gY2DQ+DNXED1nrHJNZzfp4xvp0ylKvYDDsUzcVvV6fpZUlZjlIJhxSeGZZ8PDptWsutx27+wtvK6MXPic0mJ3bwqMmms0Vy2DJmqtenZLb/U1wudmpGO+mmC6Ws/MPu9CxoQEVrDGIjx9OwKAY9RjJwgTZhet1+V+Of/HieU2cdHc5lvVLKcSPRxl+LO4aF7IIXyuFfJErld2maThz9uz8d57nc+swIkxns+2JwcQPb/RxFxHwuq1UABiCm02/oFeWZFEOuom4YgRL+OgURYlrfOx5cZ5CFhQepYwf1Vtvvw2vUDctvlVmk5phf8j6xhadRhFtBohs+253nkQOaH1QeCVawrwTEM/yYBkfNWIjoYM6mc74p/s+yeott3Duk/dTOYe6Fu9CPk49dVRAhqurYTKx82jWsLV1htHD95IdOcqpc6c4vHKUys2CHkQfvMO7GlPVZGenmIcq7NlzlM0W9bRCnaM0LZ6ayfQsvf4ZxpOzSF5jaYNPprXBoODD/TPRaizGbN8Ds20NNWw/v21lb+GZqiJRSVu0JmZ5xlOe+tSg/KhCE1w1vFPaxjBrSi49XnJ5XInsCmHEynuPSpx06BrUtZiiR6s5YBAbZcJ4vHrq2jHoL5FZM/fJVsIET1WPeofY4HttrUWw4V4ZH/pT0S/YiOJ9+6gyKULburniLNES3E10D1booBR3/r/zB0b8GoiPvzu3mKgWC6Bh0rm1Rfi2ajcZOuSR5Tl5ljPd3GJldQWjjtFsMi8fnT7uPXkvo60VrMEWOeIhL3JWjxxha92zOToHtHgKDEKe5/QHQ6zJqOsQeOChkydDIIDpBO9aWu8YjcI7iirOtajNyPOcsuwxHA7it8Fis5xZ7bB5j6zsUdc1Vd2QZRm9wTJt2yJZg5gVer0eeRbcZYyxDAaDOEIS/OAB+v0heV4iIiwvr2CNQ7xw9twZtsaT8EyNhSg35aB/URnbs8l3i4i1LK0sM56M8PUMqja4E/RLqFqoKpZsQVF5stoxrlqmlcOrYkvLNFckh4YWS4t4R1+Fnhds6+iRUYmS25JaLHlZMMxKlnLBbmyCd2R1xTDjR6MeAAAgAElEQVQrOLqywnC4xLgQxlIz845+0aOtNtCVIZNegWTBD2eCZ3kwIDOGadPSTsec21inqMEWyxRZwZFBn7qqaGYz+v2g9GZFD2xGXVdASz8vOHPuDJmx9AZ9iqKIFpsCrwZnhWFZ0mqYgexdi6rDGiHL+0hhKYo+o9k6s6ZheZrR93HY0YNvPTM3ZX02YsPXiEAmGX0EVU/deqpKKft9DhcZZVEzKEPjm1cKW1NcXZMN+1QIs9mUjdrRTppgxWkaNicTpCio6gbXOHzbznuxXbSP6XQ6tyA3zgVreOwFZ1mGn86o6pq68VTOU5YZty8f5Y5jx6jbhgfPPsLhleOoCjbL6Jcl4hxt2zAsh3smv3P/X2Xetw+c7xsMO5W6MP7WResI1oELK9O6MNwWx4yDQuCjXVkMcZx04SAepWjuLMs8+sMFFDnvde5uYdl2j1gsf6cEdz3yK6Ub7l5ZWTlvOLgr304f6J11eSzXvFR59uLcvUA1KMeLypDGdxFCtIlerwdsd3ZUw9wIIYxaNU0TZoPnOVYtxghFZun3+wyHvWh18lRNg0RrsJEwZJtlGR4f5/XEefzR2tbU3RCwCxbkXklmMraqirOjTfKiCFZYFuUyWhKjnDjncCjeyLZJv1OgCX6k57bGNK0Lo3s+KP0mK2mM8uTPfA6jzQ38xhreCt5IGCXBYrMexpXBVcQYyl5JWzfMTj/EZHOCPv0uph5WsiV6S33M5gjXlrhBibVgXcvKwxVbf/cphv4UT33yEqc2R9R1zeqSkhf/P3tv8ivJlaX5/e5og7u/OQYGh2QOzKxBpYIaErrVhWoIyl40oL3+L2211E7QWtBKEhoQpJVQpapUFrNyYCZnRsSbfDSzO2lxzPz5C0aQTFYyyRLqAkG+wZ+7m9sdvvOd73xnw9988B5v/vDHbG+eoy4qjLVYLe+RUsY0eoaUhd1PCg6Kt3LO+/V9v97gLlNUSsEpTVFCOpUyBjDGYK3l5ORkZE/zWNQnoK4bYNdZeMXe8s2OuyLhrCYWXIiXsFsTk2Y+P6JpZ6QYGMJASRFTIA1binIjYNZQEioHSozkknCulbmTM0ZDKgKwcrnTAt/pgg/2+2lPJu73b62MqIvIAkhVJpP2GWAZY1Z5zJakoqm8p+86jE3EmNFF1k3RhRgidVXjXMVms6WaCy7QznJ2dkZTz/i7Zz/jR298n93qlu72RmSMOaF0wjnPdrvl+OScYSSxKguUyHZ7w8/+74/kc9COzy4vicqiw8DDx0+o6xklF95++20+u3nG7e0a3x7RzM4pWc70OslrSKZGsdmtxyyQFBhuAoBFJ0Xtq5E4k8+yqiq89+ScqeuaGOPeTauqqhEg+/3+ZIzIpKy1VHVN5TyNczw4WTCfe+p6xoeX51Ai3e3HPP9kTdjuUNYeZKZfPr4bwNgajk5P2KkMyy3sAqWMovZ8DXXFbOYoXYLNQNn15JLxJxUzGi4VlNqQnAi/hyHgcuYHTQtW0fqGVWN4f7ulOHCqYMlEpamsoeojP6kXFK153La0i4a1LexK5nad2YWBVBIYmWBxiGiV2EUwast2eY22jsvbWz5dLZlT4f0RC+0wlej0fI50XcS5hmEIYoPjPTlr1ruBy9s1jfdkhMGNMYDa0Q+RrDVhLqmHlCTKTQBG07ataGucoyuZD7s12yFygaXbbYkxsCuBq5D4NAeuckA7aCsFBG62G7zX3PQdZ03D6bzmaNbgfWYTOkLXo+OAtoo356d8ul3T3d6yHBLbXeRIa25XZ/z8gw/4V+2cbugJYzSuxgNr0nVNAGqf2jOGBAzjPOhy5HKzIYZC42raWc3xfI4pmefXl9xstwyPAgqHd4qhD9wsV1TOcHT07QHje+CNuwrdKTA4fJyMg8NEaXIOYuAheTYBu0Usbe7+9uUL+R4YK3dflLEw6bBi+Ktey53EQjH0d7KLu0JCoGg5jLIUsKSxov331Qi/CIIP38MhMJ42w6/jxvEv41Wj7LM40zw5vP+LxYJSCtvtds8mKwWFRJ4yV8YcsMYKo+zeurIo0T02tsJrQyqFPkbW660AbKv3EgerFJpR16jlvscYJeNWCh/87kPJKiCZqnYmxMMu7MYU8qiV1Io47jkZiGkYU+fAJKdAoYpYdFZtTVt5tv2GTOZP/+JP+OlP/yt2KbA4OuZP/vO/4vKjDzk6v8A3DZnCECO7Dv7h1x/Q1g2JAsZgq4rqODBbbbj82/8d9eB7NMZx5jw/fXTE/0niHygEo8lOoUvPg6awOJvxfLfl4o0jjluFZsftVqO2DX/3m//ID99qcXUlheEj65gnfW1WaOfFunKSeyS5/skdQKQSoiUWxpmRuRylbExFX34fZCh1B5wVmhQLMUJKmZwDmxB57ypi/jBFz7/XmBhiCXAMKIOrKyrv6bY98fYZuYPlViQ3WhvAIFtIIYcd1jWUJJrdnBUhSUYu9gNDTrimYbvb7aU9qiCMKyJvFE1uQmtGPbswt1YWCCiFqyxDL/IL44S3KFkTYiIOHXVdk1QCrZkftVxcPEQrx2sPH/KP7/6MqpmTYiKEyG5I9BFOjyr6bo2qW0zWDNpijQYyz58/g/QpRy7y2//3bwlhxxAj2xDJKeGMxvuWdnHCEAKPX3vC9fU1sYBShrY+pz2T9aWV4fj1P8Xa8fxQoCrPyckx7330ASomWl9xvboSlw7nqKzFG00mooycCdYqZrMW5xw5S/DivQfg9vkVR4tW7qI2GCvBWBrnoK9rAcPOYazYKHrrWS6XDMNA1TZoq/GVo3KeedNyejRjsWip6pqPnl+zXN3yye9+zvbqY3TsKNaMGetvSUrx+wxtDfrsBNXvUFkYX9XMoJ1RjhpcDuTNFsrAceupa8/R+KE/8zBLA7djdcS5a1hkg0mJkjMP7JyiFMsYSUNgOQT0EJkZxy7CcrXGbuFidkQ9n3E8a2mdZW4SmwDvxYGoIiXvsF1BeYfSNVYV2n6Adc/tiWfYbvnV9UckU6BUdCWhao2xFmMiSWv8fL4HtcYYkjF4Y3l2fcXlesXrp+csNx3zrEkesVaLYiNzNXRYZ0FZlLEUrTHOUWJCG4vJIs76uF+yThseRo3vAl3o2KVIIHKjOnKVKcrQk1nHDr2OWDcQNFBOQSeMcbRuhtGe2lxjC0SjyL7C7HbkzY602hC6gbVxXM+v0MXy599/m5DKmJqSg3LSZ8mE15SkMKagvKYfena7LVlndus1KUVudzsWVcPF6RFZw4eXz9mu1/i2YaEs7/761yTlePLggjx0/Po3v2N9u+Pf//W//Vbm7ucB48skFff+Al5gf432I6idHq/vAZT9Q780zT8By7KXW7z4t1/1WqaRcyamiHP6II1795iJWTq07fk6BXSl3Nn/HBaglFJ49913eeedd+6l9f9l/GHGJI2YxmHx1nQP2rbd358YRXJBKYQS8N7fc14R/KDYxYDPnkFncknCMiuFs5ZT4+i6ju1mgzMGnSeJlTyP1uxB3ZRpurg4Z7lccXV1xXazYTGf7yv4D9ebAH3NVByltMIZK9rYycu3ZESZmajqOT/6s/+Epx/9FnKgmc94fnVNM18QwkAzq3n4wx8RhsAHT5/z8998wK9+9zHOKf763/1U3mNKo3e7wfqWuj3h6CyhXOE2/Ar+9pb/ScPu7M9JD39CPn/E0eKIf/1f/xtM//ecvbbm17+84Xcf3fJMJVCJ9z65wj3oeXNxgVtYKifXmXImZbCHQfO4X0zFZVMQeei6AGBHLbIEsbJZTWvVWiup+z3bLEHu8fHxfj1KMZiwmENnGDZzzDfVIuwrDJmfGaUSKQdW3Ya6aTk6PWezWYOCYRj2c9poh3MV2MQubDHOoxKkEtFmlPENkkFR/YDJBaMKpETRoL1FK0McIiGDczU6K/Kof81k7FyzWJzy5LUn/PIXv+Ti/Amowma7IqWM1+BiYKsdpqogBYyB1A989uGHOKP45Le/ABTLm0uGYWC7WtEPAaUNz1Kkqmvqo3OaqmY2q/D1DG2daMy1phsyqmgB7saInV+R7IG3nuXqlqQcz2/WKO2x454bY9wD1+fPn/Po0SOaptn7jQ9Dz/Nnz+i7jsY6QoqcnT9gs91itaZyjqHriTnvA+mqqvZz7nAueu85f/SIm8un1E2D925PsISUODo62p8HOWeG7Za+62kbkVHUTc18Pmfoep48egw5s5jN+N5bb7DbrhlCJidF30XWXaHrIzEFbLkr/P+i8Z0Axk5rjhczdv0p6wcr2nbgZHbExlpurWHLwO1uy5/Mz1gkiLmw0IrBJkIXeLot0BeJwEKh6EJtLc44kjVUKFwf6JZLbjZrlk5zU9e0naK/7miLxZ0/oq3EfkfHHt/3HHUrTtPATeyojGLY7sQjcJizsBUqZm5S4JfDx/RKkYwm14odmb5O4DVJif6zqueUJGkWPWrEYoxcr1Ysl0u882zDgCrSHGMXNWGq1B8rSe0YOTnv0c5SRoF7Dort0GNDIfeZT5e3LFcDTSiYCnpVuAkDMWxFZxc0g3FoGrLSvLt+Sh8dm5K4SDW9OaKqHnLiW96Yn/L31lP6wCoVhj6xW26h7zFJobJh1e14+smH/NT+270593QIwR3gsqZQLCK1KAkF4gdZMpsU2Wy3/PiNJzhruV6uuFouGULAK82prXjv6acsN2v6kNisLvHGsIyFp7ni2XZ49QT7hsehcfwkL4BXsMUvMMEvfb6pwO4QP+8ZabW3wbuTMk+A+eBd6Lvfv4qNfRWAvQMa4iVZ+QoY9ql2pe4DqsNivkmjOqVxvwgk76upR3D9Mn1xKYV33nlnXwj2TY2XAe4X3/v/X0H5vYLYF4K6fcq6FPxYRDOM4ME5SQOnLGb8kzzCVZ55W1FbB86CNuPcLOgCDgFwdVVJ9iwmKTZW46RXU6ZJiomrusYYqXT33uPrmn67paj7weJ+Do4AIcVImPZcfTfnS8nE0DGvHDMzcPJowZ+989dsdx2KgqlmdEPko4+f8j//x/+DrBvm7ZwnTx7y5O13+N47f45RitlsQeUruhjoYyIk0ErqSowGB1RKk4/PuRgCpkRY/YbN+gOemRm/PXubZ1c/I/52i5+tibNb9PAco3c8+vEJzl2g9FMMNZVRKMvoUiRs75ShCcOdnyywL3YqRTxlJ4DM4R6g77JXexmUghjTmMquePPN1+m67q4IU4QpZBQhwK7v8PaPzxhP77tQxpR43uuCY9jR7RLWe5zVo4xPArPKtSxmJ+z6nievv8HVzRXWVIQQ2XYbtNHcdreczOekPqDMghDEG1r2uNGVQ+04OT0RGVEOKK/2QZhSGrqeD3/5a3RY88n7vyDEKI1eYhC9MrA4ew2dDYujI9p2gTGenDK+bUi5cLncYP2cFji3BmcUqgzsusAQM997cs52syWFiNJIkWsuorktBqVF70yJNHUjetyUgMh87umHQswFYw3OOoxWeO/HfVhTVRVt2zIMPdaKq8QQBozW0nSr1Xg/gl/v6bY7hq6nrWucMmw2G+YzyeLGA8eLaS5Nn9fZw0d7V6I81ja0IxifGkat12uMMbix2G/eSNOdoRtYtDP67Za2aWgrTxp6yIWb61saX3HczHjy+g+4/eyXXH12SUkBp92XSoC+E8BYAJKmMZbm4oKL48K58dwaw8ex0IVrvndyzrFrOdGWDKxK4iZuyb0jxhUu1pzlmsY0nHnLE+c5r2qwmqgzy/WGy9WSfrMBlRm0RnegPttwUtXExyfcDppd2lGTsSVgQ0e7XTPPhY0u6CFRpcwsJGY5E1JhN/Rs0grlGnJbUQpErehcYpeCFMyVwpAidjwcQCxfQorsosgZHiwsQ4xQ8pgugz4ErBO/2JQCKkScd/icqaixzpNiYtl1XN5c099sOFoP7G5WrJZbhh6sM7imoYtAiFibySFTtCdlxabP7DZX2EGzOt6yGWou0y0ow0+On+CwUBRlF7l+dolNmYImF2lSoiwstzuq+TGVtrIYYS+OV6qMbESWNFMOJGtkIYy6tVgyQ0q8cfGQbRxYh55134HSnB4dEUPklx99QKaw6ToKRUT+KfJss+V5l/i/3q2+pdn7eZnDqwHU2DXulT4FIn94GW6+5xwhL3K/2GvvEV8+t+ZfBDuHQOgQvL7IME9FJGIinw+Axeetfg51jdNzHb6Oc040Ywevc/iYGOOeqZwYhumA/6YA6auKDr9ofJ3ivO/qmO7ji0z/dB/v7No0pDEDhKaqRla/JKwdPUyLgFGtNc5YckrEZKXZhnFgpiInxIqzFOnYaRQ6SUe3ECIpRbQqKO2kqQgZcpaqeOepqgpjDM9LgVFf+OK8Qkl31EoprLaEMlozjXrGo6M5/82//w88nFvmR3NQLZ9cLXn3/Q/55NNnpF6al7z9w3f41//lvxMm2HjqRg52Ve4aF1lnaZ2DLmIdFGPJxhERoNJMGtKmFo9+EgvgKN/C8u/wDy4Z5j1a9QwR4AStjiiTZIIFVlmMzigNpuTRieFurVDU57TiE3MsAGT0NR4ZfSmCvKstSDETQ8IYvf8bYwxtM7un+U9xoAuJbW9Y7QykzTc+R182nPfU7bG4nWghmIZhoChNSopqLp1cu+0OrYWIQiuyLtxul1zd3BCIdP2OMgykEMROTGv6EOkur0l9j6lqchJNsPOeuq6wpuXi+ATrHdE7tDJobfBO6oI22x19SKAttX6CMlbqaXIa7QsNoR+YzTzOOlCKrLWcIbqw6WWfbZp2vzdro8kp0ofI4mghGKMYYtFkDEPfo7QaC/cbchav+WbWEEKQzyZG9Ch7kr4QA85qrJXnlsvX9H1P0zRYa+j7Dq0VIQ7kHPHOUVcVCmjadpShZLyx2LYVaY8xxL6j9l4AL+z3kWm+hRBYzBcMg9Qn5DAQUpZ1ZqX43jlHt93Sj+95L/Ua5+NiNiNUFQaovOH05Ii6dmw2S04Wxzx5dM7z2zVVpbF2LFYtYj1HiV+a1fxOAGML5D6Scqb1FTOraZQlKTAM+GxonKd1Fa31BArrYcsuFnKEOmjOqgVvzxa8cXbOW4sjHnq5cbdhzaebW1RSeCWNCUIeiEOPvu7g2S03dcXy9jFeFXbKsisJVwZS6qljpi2gXYXFMjcWD6gUIYMJitIHsJVsOtaQlGKrxAJuV4Jo8cJARNhxiojtQ4qUVPCugqLo+wFl9b7CtRuCODWUsfFJKlSlkABlNC5YNpvM082Kv3/2Pv26xyw3+Ost/WZLyhp6RwwaVEYNiVIlVCwUAjHv2LoEq57cZfHWDJEQOj52c1o83WrFEAYIHSkpSsyUIaOUw3uLd5q+wBsn56I7hL3BuDA3Bq0LOYoshCIR5BATcWLEU+aonhOGgb7v2fUdm51U06akef/Tz+i6nj4GcpT00DAEYgrEnFiubvib9R/GUPPrjC8rACsTWzN2D9q3tZhYuclu6fCPlFSdT5uPMWZ/sE1lRmX/HymiVIxV/kokLJr7BWwvgrmX6Y8PQWs6qJxWqM+xxIfX/irLtwlM7x1JXnhPwD3j/Ok9HTLIh8D+xdf9OuNlDOnLxjcJfr+u5OQP+x7uPtPD4rrDr0U+I52zSpFsBUoArlIebSxlBA+TA4UwmoaslTDB1oAStjinPPrASvvlsaHdfo5Lp61MTAWVM84anDZkA0rrfYFO27a8++674inPIWMMFNmDShH7MXG8uLPY8tby6PyU9377Hk9/9gu0nlG1c1w14/U355DF6vLiwdm++NAoT1ESzOeo9jIOay25KJyTYkSMJSrRpJZp3455BOUFcsGUhNMF+ohpIFpFxtFmK8XViGRBvrKy3kuU+CNnctZjl7u01xK/jDl/8d7mA7/ww8dMAGwKRCXQlXqW29tbtNYsFgtSLqSY2GwLy3Xhcbvjunxza+RVI6XI6uY5lEJCGlcUCtY4mtkJxhgW8yOM7dBjgVYhS7GWctTFo/ycxp2SYy8tuJH7dWwNRWmGYcAbhxqZTWOkPbF1Le28BQql7wniTUY2lqQ02jd4izR/sQ0YhSkSyEiAY0ltRuuA906A2ihLzlG0vSEGCS6neEYBY0HkdJ92XbfPyiot9hviOFfkHFZ5363yUO603W7R2lBXfn9OTNnFaV6Itl9kcyFKgV5BpDjWWuq63jvNhBDQpaCZZBLl3t5duPOPTuPzTnNv6ka46zsJqEeLWlLcSy/swTVbYzEoKmtpfIU1mgfnpyxvr+h2K2oHjXdcXT6lnS8g9hitRj2+2mdNtDb/PBhjcoFdBzHtmxllwORMygPKOqJSFK0JwC4kdn0mDzBXnh/OTvjBxZu889rrfO/iIU+OTpm5ilXf8cntc1KfSW2GZFi1PevYsdysWa8vWXUDOcHNZsuRr+iHgCHT+IgyQu07a2hrQ1VDbSy+QIni19fgASPgZ2K/SqbLkXXp2OSaRovBfYziaxizGU8laWxS+UoirSygEwwZ6EKQppcpgVWEcaPFaGwImK5jTeIfn33Mu08/pIoabnao2w4bpD1rIjGkDZgMJVBCgqhRWbwHAx1qPUCC4sQUPQ4DT9VT8nYgbbfkzRYVt6Aspc+UWDDWoa0Db8gozhdzEjKZJ2Ash+jIfORMiJGUMkPKcq3jQsyp4IzjJqzZdjt2fS+dg3Li8uaaq+WSyhhuV2ucFqv6NJqva6WlL3rYfitT90VG8x7Y0WoEuGVMXY7/JolDHgHf+G9Kde5BshaGWWl97/fT34zvYP8vM1m4ySMEkMtaGl1M77FK09evAsdTNXHOZc/y7V9yusQDYPwyIDn97LAb3ouH9nRt6YBtfpkc5cXn/KeML3uOVzHDf2iw/O2C47vGEIfuKVpPbcfHdstKjwVbIkmQQOwuZb9PhEx/r9TY5tWgjN4HVmK3JH6wWovllkX2i6wnB4UxUzFEtDbYUZpjrUWPr2etpaoqfvzjH7O6veXjjz8ijh3YpmK+aVVkCmn6mVJ477DO8+GnV1xvC8kuiFhm7Yyzk1PaZiaHsYbKTr60hYKhFLGhjKqgjcIaR+U9IWcqpYlFkbURp4qYJQDWCuWkZ5meooBSoERQBVd7tBPgxigfiTnJuy6iz045YZSVYHgExukAzBXKuE7vB4t32uC79Tz9/DDDc7iGD+d9ymm0UZQ50Q8dpWi63tN1iYeLnjtzvD/eKAVwDSqDLgVbGYyvUErj6watPNXsBOUiZUylTUESaE6sl1bR2oqkTwlRVXKhqiypCJmh84Q2p0Rfkfoeo+SqI5CjsNFohlhw2qKNzH+tNJm8l/boolCq4J2RuaylK6EA3kwfogQ5+919DGoUKCtFdimmcS8fZWtFtNG5SNCjFaOVXSLG6X6O8k2jqXO9t0qVrKPaNwnJozYYhNV1TlxHJlLm8Byagq3JLg3uCqMPAbwuRTCM0kKSIQFuiAFrHM45toCxBuMdMcpan9qR21F2WnlPVVcoBOg6K4SbNYq68uLLPQbSqqnxRlN7x3rXyX4yHoxyBiq+bBv/TgDjXApxtaLEyBAL26JxWpiFmAeisaxzYp0zMYjOph8yR1S0sxnnD2b8+Vt/wvcfPOHs+JS6bsYI5RIXPY/cCQ9PFrx1dEqnC8sQeLpa8jv7Ib/4eEnpEssQ8H1geZOwWsOJwXpDto7sDXNjmTtPZTQqZYZdoBsylbU4WooWpjiXgs6gSqbPA+s40GqJsLIupLGfvVIao+6KJqy1IjwfAqkMYwV3wiqFLZCHQihZ7HqCLMwYBpZxx9999j7Pbp7hiqNZZco2YFGY2hByISbxx8RmiKBigZxQMZH7jOoi2jnYBTHF1IXlcMnm6hZCR9l0lDRASahUKFlDdhQMyTisUcxqj9F3VuQC6O4qnvsQGGIkZvFuLoWxh7oW9jjDkJI0GCmFtq7Z7nZcL5cA7IaBvh/AjVW4RazerNK03uJsxWff0vw9ZHEPV1zeMzVxbMGq9n8w8p7CAr9E4nAoK3gVGJuqhQUOKKRhc2HyPC5qAjGjob8eD+pyBz6ng/FFxgmk9XiK42Zspw5RGWvu2KZpfBEwfpnW+t7fj5F8FhpSPruDA/vF5zoE1V82XgZwf195xsvA66s0yV/1ee9kKd8eMJaPXe3ZIfmZki5RTAfIyLDAyBKrewGV6FjtfXbSiFWTUfau45oS+yr02PQDkRqYAtZO6+HuM9FaWCdVkI6nB9mKaa795V/+JTe3N2ir6bbd/rM02lA7Q1M7kVRs+z0D5b1nMV/w6c2ON976IcenJ/QhoK3FGoPTWoAxoJJ4ypZSCDlJK2SjULpAMRjj8d6RY5Bq/ABFiT+8GbXXzhuKkgYKWo9N1HMmDApslgxh1vumSCVFTEJ0oiUJ25wybuxgl7jzri2l7F1+UNP+cj/wLaXs5SZa3QdB8QA0T2O6h9YKWJuYxOvra27XO6qqpQtyA727b075xxraOI4fvgUY8dj1Hutrci6k0KFtBb7CmSSyk5z3YG4YBpqqJqaMsQqLHzMdSprVWE0KgaaqpM9AErZXaUnJi64b6S+gNFa7fXBZYOzGqHDeipH2lAUbSY6cE8pI4V5K0rbaGQlCgzEYJziAJCShMUJOSGtrS596csr7ojhpMS09AMrYhdRYQw6ZFBNaG5Erqoi34vLQ73ak0Eswoc0+4xBj3HeGG4aeEAOUgreStcilSIOdIvUG+9qQXPbZyZgk6N1jmkEy5s4YyagAWCN+2lOXwVHqkkohpEjlpJYgBHHv8s7hxvWplCL0PdZZVEx0ux3ztsGPgYMxikcPX2PY7dj0kZiuUcaMjXnYZ3LuW5t+fnw3gDGFpzfXbJEzPSlLMI41kWAhhsCKwm0cZQEJFrbi0WLG66cPefP8gne+9yMWzYKmbggp8ezqitXNiu2yo60dR4tj3jx+TNPUFOB6veJXRw9ZDJGf/T/vsc2ZUKBkjTIe42p8lfEqs9tsiAqKUzS1x2XFJktDjaICx/UxxQPh0XQAACAASURBVEbWCmIpzJXlCIcZMuuw5eGsxVcedEKlvN8c8+gbqcvYInQEObtuy5AyGU1QcFbVRGDTD1gVSDnSd1tKSjzrV7x3/Rn0HSH05B1UKVNVFa7yBAJdj3g4loLKhpIjKkcoERUzxEwwoJKBIYFx5D6QyxboICXIFvKoxUqWpAwmZ4mQbaCdV8ycF/9Hq1HGkoqIQmKMhCCV0DHmsS2rgLWUC+tuR20s3dARQqGqnbDKMdN4z9Vyy27bMfM1hczMV3RxICSxc1p4zy58OwCjIPah0zgEnDndsTpyMI+tRpEDX1plxpcCx1d9/0XjHuC7o44FnI/G8SHnsUHMHUNrjLnnQ3xYyJNSIuWMUnZ0nzB7BkXaBMf94ftlEoWXSTnKmF04TAEfNnu4R0//E8fv+1kejq8Ceg9T1NP3X/Ya3xWt8p2H9GE6Xo+HnABdKb68q+Y+ZCInwKy1IlPohoFZO4exGFUbM+Uz5HPJkiMWoKH3wOUuKLP7RiOVdxil96xwXddjW1/NbD7n3/zVX2Hv2lgI+6eL1Feg6YYEY6c6rcUpKMRM09TsgjBe1R4Y3xWC5hiY1EQkyclQClrLPn/o3GGtpXWehBbXISs+0LOqYkiFjIaDANRZg/JedNZK5HElF7QpY/AqzVCSMoQEikRMmRDvWyJOwarWcs3SullY9ZzlHMjj4/PY1nt6z5N92yRl2pM0xuB9JcXh19d471mtVtyuEsZ0WD8w83NMsV8KML6JIYFPLS1uldj8qZywaKp6hq0aKfjiriXyoTQojBmIqm3xpkajyWVgiIMAsbHro9IRlWRNT768MUaqqhJd7wFzaozBWMt26AWYKoUzUjA/sa12LIQECCHuM3KyBjJN3VBKJnSdeEtbjdrbVIrt2+TzO2UKKEUYZS0SxRQjufRUVb2X2WhtxkYomaEPUtC2XaOMk+DAGrGBLYWYxNrw9PSU1Xp5f4/KeWSS3Sh9knUSYxBgOgZgMUa89yglbeNBPIqnbo3eOZQxhCGMn7Pa/x1AiJH5bEbOme12y2w2gxG413VNZSyVs2zDhvPTE5wxWKNxRlM5jVMB5WGz3pCGjPYNRRlSTNhqIqG+eI59J4DxkBO7JB3jci5k69hWFc+JUBQnqiYExZDgws54ND/itaNj3jw/4+033uDB2RnN7FgqJvuez55e8avffMh7v32f9WbHO99/ne/94CHN0YxZ25BK4bhd07iWMz/jl59eE+sFnW9wJ5ZaWawSG6GqalnpS1yOOGV4XC2Y4ymhAxvogsLbsbBMF7ZdQOUkm5tRZA1d6TiaLdBDRsdCipGu6+j7YQ+aYIxCES1aCIGQCk5B7yucd+ResQs9qo/SVzz03OxWsOolrZMSyWZq27KYLaDx9GGDyU6ArQoohUggsvAPRRd0ZcA7inEi78gTo6UBh0qgVCbrAtqAVxSViSnQ7QILV3iwOAKt8caSU95H6ZOm7fMFPopuSKw2O5yxPF8uaeoFMRj+8f3fsO47Gu+pjETyxjlcyvSl8OjhQ5arJVfLWwqFo7qC2H1Ls/fl+tqJ4TosYlLovXxCHiPs3NT17cVmIL+v/lUw5kEiWUlRm2yOdynz/cE6zr1hbMf94jXlGKmdFweVUAhO3nMpCsaiSq3uGgj8voVsciGAGluZK4NR+p4u9FXXflig94VPf8jgv8CQfdX3+lUB7Iv66+/+UDhXjYVbZa/xhbvPRlrRM0ofpGGBUndAem/Td8A0GmuoraSE15sli6OZfIZafHgVFq0z2FEbO6Z2X9TETpZtfd+jFDRtvQ/iun5H0zbUTS0MaDrIuii5FrGVU1Q6jgxrHteZZT5vKKVQefl/ypGu74nWMh+r7bU15G4EQJGRDRNGOOYIFJyv0BSyUiTGjmtF6iuMEnY3l4GYI1ZL9b9GtNdhArRhDEgNkA05jY4TKaA1VK1kQHPc7c+Kad5P1ylMv+y9E8jYbrcSvI7fhxDYbDbsdjsoovGuas/x8ak814HMauh7tkbu8+2qxxtDbTuSXtDMLjg7adDq5g8Ytn71UUCCjCzMJQViytRtDbqQ0iDuINaicyGEgZwi1jlSijSNxzqPb1pShK7vyCngnUEd2E8ul8s74DY6U+Q0uimNDgshTHZwmZwitXW0bStZgQM7wZwzfd8LqB4GkQDUnhAHjPNAYbvbEmKiqhR9H3GmJoZB5t8Y8Am7KwKh7XZNXdeUrChZSbvrlHBGnFzCJEcYCQ2tFWZes9vcUoCYAjprrq93YiVXV7TtjDwk+r7HWo906UtSRwCyzkuh7wa8q2jqlmAsedQFW60JB0RH27b7+6aUrIlhGOhDIEfZ32MSptp7v3daSaXQh8DMV+gCs0ZqxrbbLW4x42b5nAcPH3JxdkEOgRB2WFs4PqqYNS1dLFTtLac9zKtL7BjYjO/kXoD/svGdAMYhRnSO1JUjbHt8gdZ67BBZaMUbRxfQJf6LB9/jnbMLHi5OOD865ezinNPFAucqVn1kZjUff/yMv/nZr/jZP/ya99//gFgKb7/xmAcXx9TzI9loh4HaOI5dw9Ce8tO//Ev+dnfDyhZ07VB4tIXGwlY5wHAdOpyBt42iMpbGeWrrWAM3pcPkhA8R3Q8YNN5aKtVQKchEfOOZVYawi2w323sp3tlszhACm+0Oa6APHV2IpKzQnaKvKpr5THRIMdL3G5bbFbe7DV3fkXYbVMkUp3Btw7w+4qiZEzRcDVspRskZjAYrqT/xytWUypPiVLmrpeepTpO8Vfq1F0mdKYQhjkbS3ql09FFzEmtu1hueXj1j1tY8fX5J3dQ0s0aqq18AiykXhj6QQkADwzBKKXYdnzx7iteWxgnTEbLCVR41DKyjmMtL6tdilMEYhZ/P2Yb4qun1rY2JuYERNJVJ+Sjj8JDrum5vlzMdbIfFaC8+7wS677oAiaVOypGUxXeSIpXKcL9w7ZDR1FojW8Z9icMwDGAMxWiKM2A1RSuSAmdGXVy+e97DwOdlIPJQrvG5z4k76YYzHsrnW66+bPxTCvD+ZcjQY0EbcM8J5HDeWTvKBxRYZTDqvnXepN80RmonysRiKse8PWboB5QHNRYwTaC3IDKJIUoXzFzuNOZa631qt67r/VqapB/n5+eEELi6uuL4+FgkCequmGh6rELTdR1a2/0++KIMSF6T/et0fb9PgbuRFbPeYdxYCKc1tZ9hlMdZKy2nSyZmQ8gjc5cFGKSUaNtWiqyyZMtSLvR9z2SRhk6UkrBjs4iEIiYY+p669vd8wquq2oOHyaM3xkjf95yfXxBLvGOKx4LG5WpFSommae6YRuBkcQwYbm9vRxnfsG+ocC8YtJoSE8vNLYNZsNwtufr4N7hqIKY/fsOdUiL95pbKzcmqSCczZ0loTIZUekJYSxHlJP8xUug1m82o64ZSFCEqcuxQecBp8Fbx/OqWk5MTNps1xipC7CX4sA5jvADRcb8TJ50Dpt1K8eTEwh96SgN7ggLAOkW/G7C+ZQiJknocmk23pDEJb0CPLiFyzbJPTvPg+vp634BH6o7GQEmLLV0cMloZEpIhKBiyNjjnWZw4VOXpN1s2N7fU7UyKTLWm7waGXcfJyQm7bidWfzA6d+TRl1iu+ZNPPmE2m1HNGvJowTi5tCiluL295WRxtGeY+76n6zuM95gxgNgX1o3rtaoqFgtpCd22LfXYwtmOco6mbTg6WrBaLamdI57Oqb3i8YMzTo6PAMWnn1zx6dPPaF2GI0fTejE4wBBiRJUB5/8ZdL4DRd4FkhPwMLOe16oapxI/WTzg8eyCHz0+5199/4c8ODqjqVt8XUubQO/phkTsI13O/PrX7/M3f/tzPvzkKXMP89MTfvyj12ialiEmhi6w6bast1u63UAImbcevsbVyvJut6TLilwiGdjGwGf9WiqDh8S69HQxUpzG1zVNk1CXt4RasdltKLkXw3BfU1eWB23NQnuOqopF23DuG7pNT0mREIa9eP2wYn+97elCoCiFd06qblOiC4FQZENdrtdcrm652q1Zh45SIsUZlDU4X2EqR68zqzSwzeLeoEIADNkYUBqlLZDQZSCHDL0Z3RLU6LeIROUwpoIKdigEmylFo7xBK2BYs+3gt598yOPzC656x+36ivnRMY8ev3aPVZpM49UoHQkKoipU3nGk5/zdu++y7nY8efwaT68uefr8OZU2tHXFAPRDQinPb3/7u7tDVoHCfGsp6UPN5at+v/9afvDS3zeN9G6f2OPpYJqA8iGonarr0UEKHtGkOCAtnNWY4np1sw1VphYI6nPvZ/8Yrcmq4MaNMMRAVaRjUc4S0euDoOfLQGrXdfsD/v69UoBDKcS+p7aY0a+u7LXTn9cKf537/TJ5xPTe//mwvH+4oZTag6DpvgzDwHK55NGjRwfyiOmeFSmUG7WPelLKGzMC0vGfMpLhGbtSNaYmhMDl1XOGYeDR48cU5BBX1mB1hUWK9g7nx6R9PLQGVGMhkdHSkOLi/AGlaPquo6odVTNlZ9SozbSjrKlQdMY6kXGVLMxzyfKaU4p6+kzsJJNQ4l9f1w3KSJGcpKXH+ogs4McixVQqKyyGRKEPCoO0tHTGkFMmxIGQAiX39LueMAzCQDpHSSKn0wpqC34ubNud7tfu78mUJu/7nhDCCJgjtvIs6hrGTNXzZ1fkHDk7Oxn9iT3zeSupfOcIoyc1RZpXoQoxCQgahgEUVJUnjzIFpU6JSRFKR231N+4v/rJR8ighIaCKRhXRdGtV6Lu1ACml8M5T0GMxnYBL5zy7bUCbwpAC1mi0kUYg225LVTv6YUc/dCLLHCIlR6x1GKPvZffS3iPb7BnPnDPr1Wrf4KLre9Gca03oe9So2U0poY0TGzTvSCmzWa6xShGTzPPU7VDWievERKiEYQTIhn4YqKoKW6S2RzTsii4MMoetJUZQqmCM1J6EONA0DQ01KmVqX5GRTopSDyQyiOvra87OztjtdsQ0oK3GKrtv1Xxzu+Lk5GTvNqEUOGvRSnF5ecnx8fGeHTejZj8rUCNIjn3H6ekJ2+0WY8bW4iljtOH2+lqyOVVFsGXPuDvv8bZiten43sUbHJ8umNU188qQhsT773/KetfRzo54dPGIkHs+e36NzoqUIpSAx2KVeqH3wOfHdwIYqwJN0jwxjtpWnPsZrzcn/MXRa/zw7DGPj0/4waM3eO3BQ5ypRftmhdLshsztZkvpMrvVjtubFSolHp3MeOvNCxanJzx59JhYDE+fX7Jarlmu19yu13RhoHKeIzfjB/PIe6ljlQdCyQwhEXcd190OikFrS8xFNGdaC3BMGbUFR6Qfekol1a2Dd3StI7eGiMY2jpN5w4PFKWEmTFgqmc16h9aRMLKdWUk7xszYMc9atHMUrYk5oYwhlkIXA9s4sI2BWAqzumFbGdCZkBObYcdut2bZ7Yh9D91ACRmikQi6ACkKM6ekwQZhADNVxI5p8VyEZTYG5QMxwaxuoXJoV4kcwm4JKdAPA8fHj/horUnXN7z1ZCtV1NylXWNMe92gLgWTC04posqs17fSoXCzgU8/pRvETNw6x8xXlJhw2tCNkbg5OERNkef5tsYXgbRpA9XaCIBnChLy3sf5Tt/5+WK2Q/3u3etIAJOygnznUKFhXwm4lzhM+kFzgIH3kosvfu86g68sejTQH4Zhz/TFktFKE0eWb6oiftX4HAt1OPbKjjE0m2TSSmQ0X0cb/CpXiVf9zVSc9V3R/P5RhmKvRZ0+L+895+fnn5OcTJrjqfWy1ho1FtFOwKrkyYIxUmKiPjnZZxScc5yfnxNT2mtXT09OcNbupRTTa90F0nkv/7mvQTd7uzRXGVIoODtHG0gxEWOirVsUmpygFI3WgDJjcxwoepReZDW2nNUC7sfXMNPaK2DblqwyKcdRrqTACMNtK3eXFSrIIVyKyCvyQRMeIORIN/T0mx3b9ZJPPviA2+eXnFxc8PiNN/DOj44GY+vtMSg4tDO85+Yyfr3b7VgsFvusUYhh7GJXaI5afKzxVcVqtaIbEjkrjK8kiG4M1lRjer6w2W4Iw4DRjpLEXrPve4q2aHNOigMx7Gh94fz0lA+/haTN6MaMtQZFosQy2teFvXRMKU2aHmlEN631CGzN6K6y2xFHufvk6JCGAe09lbWjS0U1veheHzxJIg41xtP+Pa2jrutoZzMq58jjmTWRBzFGtFFoM9psloDKAsCHrtvLmbxz2NGBIhexYUtpGAlBRz8M2KZhstZTo55/ynyABLqiq3dUvhYyrg+ULLrebreGIk4WxlVYW5FSZj6fY62j8qCCJsaAouzPraZpqKqKvu9JYxDmrSWFwMXFBUopttstsRRUDCPuvWv6VHu/z5rYsUmI0ZqSkjRqGzvwlSSdL3POVN7T1g3aA2XHm4/f5NGDU26uLhliZkiFlBUpZS6XSy43Gyp/RB8ClICd7O9Gl6UvGt8JYFwpxQ+qOT9YnPNgvuDBYsHDoxOOZye8fvqA07NzLk5OqFxNzkqE9SGhdKHrO1abLfSRYbfFe8Obr1/gnOLBxQknZ2fM24bNascH73/EZ5895/Jmxc16QyLz+msXzI4bzq2HGIhJjMJzyaQYaJRBl0jjGpxWRGAoaQ9QhzSQi0LXFdnJgs21ZXCGndE8UBZTGebtnOPjY1ILaOmO9Nxc8+w6oZNs5ilEseEZhfzWOqyryFoxxCgsqVEEMn2JFANVI2x0nwZiKOQcWMeO3AWGMEinO6NRu56cE2IiJH6DwCgYHP1xU9h/DyNjVwoYKFrjT+b8+NH3adqWkAqr3Y5Vv2JhPD986x3OX3uL//V/+d940EIXf0DMBYos2BAyQ8zkLMyQ95ZSPGjYpETXCejyznF5e7NPQ01NAyrvcZVsfGYs8pkYpMy3C2ju+TYeHGbG3HWikkSYoNZDfdM9qcU4vsgF4e46peuTUtzblPeAcHKjGNlXjRojIinW0F/iP6oYbbfI4rJykJ4ulMlQg5QKRWW0NRgnLP7LStXvg84xOhtlOvdr2+/LTX7f+/p1dM5fSxv9NcYf63W+6lBw71Cf3lsGyRalxGq14ujo6E6aMD4mhIA3jkkNMFXdm9G7rfJub+3E+HtvDK5IZfvRYoEzhuXylqppRoee+1PHGGGeKTLXJxefXO7Wi7aFqDMpMRaJikerUpowehw7K82IJicHED/5qTmD1upeUx0B3wqVC8qIl2oqCXISy9siK3mzWXPRPsAaK2s6A0YKa8mKEjuGlPavr7WmrqVBAlGA0u16yXK3Yr0LnJ2dc3G6YDEX3XKIaXTuUXuCAe7cKO7WPcznIilMOaOV6D3RYwCbNWHIOOModUuI0hLbaVjdLqlni31GwBon3VRTIoSe7XZLSWDKQNAzdn1PGZYYK8ynd/4POym/yiiMIEpqXfZ2ayDtv1OWxl6pYJ1GKdFta6WEDVdGXExiHLXt09oEpRIli12qPlwToz49xbTfokQ+4e4FbilHrDOkFEgpEILo37VSWG+lA16Wz1lbPToxBGLo7+zGJCqSNVZVSNtrcH7sQDgW9cVRP67GNzTND5Hlub00IY6d96qSqHxFUoZhSISQ0FrAbMoJQyapgHaGGBOb3U6iBkaSoohuuu869FgbIyBcPo8yBr3e+32W0zonrmMxooDKVxgvNm0li9eyt1JcW7I4aQhRWDiaL7hcXVM5h3NQe8980YKO5KHjeF7z2cefcL1e07Qy/61JdH1P1dTMsXz89JLVeiU9IwqUVMCMZgJfML42MFZKvQn8D8Ajmar896WU/04pdQb8j8DbwG+B/7aUcv1Fz1UZy188eJ0fnTzk9dMzLo6OOZ7PmbfHnB6f4GdHVN6RYhFJQYyULCDgerlhtdvBEFE5UTeex6+d09Sepq15eHqK0ZoPP/qUn//8PT78+ClXtys2fYdxBmUsb9eWyhoIEg0XY4XZM4VzDIPRwkBog1WWIUX6GNmVno3uiNagrKcYmcDowkBkRSKrjLWOxlXMZy2qGJw12BHUDHlgqzXL5YqYJCUxSVG1Ee+/rCR9HUnEktnlRNTgaiepSGvR/Y6y7cml0HeB0kexYJw58FYW/ehJWYwTPfG0K0zy1xyFDS9qv/mL+36iaMX8/JSffP9HnLRzrm+XPLu5BnXKaw8f8Z/+2X9G8sf87hc/4/hPf4C2VkB5EYCdUqYojbOSNtdKNIupFHobSGjqquJkccRm19GPKUajBfxKqsqRQ8Kog6YPKIoyWP3Vp/Ifcu7eEwUcgFdhiMVDU73g9Tnh3kNm7EWG7lWp/c///L512mGxx+H3MsYGIKNE4VWs6v57QTz7tPe95xpr/CQFp7CuGuU5U57gi0a5e4IXr0vdfa9e8t5e+mylfO5zfJE5Pry2F90zvinA+kpN9Rfc3y8bf8i5ywELO41D9nhKGU9a3/sNINQ+8AP2elmlNNqIhdbE9k4Fa4cA3C4WpBBEcqHNHUg3RoJ3pcaGAiIn20t/imTbJslDIWMNEmiNrL8bHTCm6zDGCLEwMd0g9ldq6s6Z96B5rxfVGp0y2WjIIxtXNMUIyzx9NgpYLaV6XztpeKK01EC40Z1A32O8Jd0d+gHvHP3Q0w89qBbvWmZNg7UOPRa+Wa3IRRhDo7XsKAf3TMCQoq4bjB2L78LA9dUlxlqqWYtzmr4L435q+f+oe69fy7I8z+uz3DbHXx8RGZEZmZWmTFd1VU/VADMNhcQfwBs8IZCQ5hmJB0b8BfPEA48j8cADAiE1EgzMAENPM5juaabtVHVXVWeli8xw1x+7zXI8rL3PPTcqbVeW6SWF7o1zz9lnm2V+6/f7Gi89PoDonpPpqgbr9WaL/9ZFgQ8FSieFII2lUUN8uCKXLp2nSHC/X3a/7Xur8w5J0pQO/UZJKkJXZQuxnwPCNhkUQpK387ZNcng7x5VSpUQUkkQ8Z9vfYwiIkDLL2pjt+3dlBEPwnZ50b9mdFB5iEESZgl3fbWi892iSJO2WuExIsI0sS3q+ZsfVUamtjbfo9PFFh3NWSm8z4j32uc+cG2Pw3uOcxTmLkgKd5Ww2C8qypK0jtmkgBpzoYCLC4KMllxItEu49xLRR7pVM6O5L2qCxJXJ776nrupsfkm6xjGA6U43gPRqzXUsSsdsmnHg3Ttq6TufWNMlDoixQMml1Z0ZxuDdlaJI19fnVnMo6dDYg0x4lAlpqytxwuayZLxddFSQJOygZIPqfWZNfbD9PxtgB/2mM8U+EEGPgj4UQ/xT4j4DfjTH+AyHE3wf+PvCffdqBSp3xnQev8drsiJO9fSbjCUVRUuQDssGAIBQ+ROrWsq4a2rbBeUdVt5yeXdE6R7CecVkgtWSYDSgHaaIYlCWthx+98xE/+IsPePrsgnW1xsWWfJAx3jvgcH/EcGRSxtg1xOAxylBoxSEQjUEjCTIjEzrp7YYWpwNNGYg66eR1huUQPM5bVtHiMRihUUKQZ5pc5+RaobtO7mPgSs9p2hZZ6SQ1nFhNIGSSnBGSEKEJlo1vaQgEo1BaEmzANpa4rKCqiVIm2IQn0ZyNJuYGtEY0Nrn85Aa2Vq7JMS10+rYxBkTomHfdzjU2DoQmNwUv37nH0XjKE3NKpgx3D064/+pDHr78Or//V6fMz84ov/UWZV5s9TZDSJNBZgxKa5yVWCm60opMi0hmGHRB23K9omkqYqfbrIQApcmMIWQhBfDdxCA6EfUvmLn40vou/GwAlCYoIKhbMeKtgHPn/58YmL7w+25GePe13RLrbrDd/31rx9w9UhFvvvfTguNATO5LL8whols4BBGEh6hS6TX87DE+K/wTXSC9DbjYgXx8zrYbyP06ZWRfbJ8UrH/B9qX1XcHNvdpWLLox3782mUy2dsN9f1FSJhcqlY7SX1ufOVKdKH/fF3WHPby9cUzBwXg8RvmwJXEJIVKGFdBSJbUfpRAdca2vLsSYTHO8SwGKUV1Fg5QZ1EqTZXmqksUEMdteQwiIbsOdvlPeyhgnEqhCyLCVYhRKIHzAxeQCJoRgNBoRY2S92aSNu0y6utFHdJ5TliUmgPd9oOTxwhN1srg2xnSVHJCdykGIhk0rkDIwyCVKC2QHNRHQYbzTPQg7G0JrLbLDy9Z1xYcffIAxhsM7JyglaVtPnmXEuFNdEorReNKV6G8CGiklJssQwGQyoQ4RHSN1nZNJwaTMmE3H5Dtksl9mv6UPqHzbbZg0UoTtc+k3ZLrD4caYCKQhOkKw4B2KJD3oO/MHrRKBT5o8ldqDAMK2fhWSrdy2TxNT4qoTHk0QljaRJa11nRwhaG22JGXvk5yaUAobPNpneHvDJwkxdCoVCh88RTncEiyV6OF3Ea3NdqzsEl/7/t0TNJOZzk11sod0pM8FxuMxl3XVVWqSmVrEE1xESpPw16JTyI+RiE6ZeiFSNr4z4iDekMRDjLgO+2yMITrfycmlfmfbNlWwhSTTCtu2Sc+8w/lLqbCd0clms2YyHZNpiYgeraHIJScH+1hfc71Y04Yk12cUZCZh+rUytG3L5eUFTdMmCbt+wy+Sosdnhb5/7cA4xvgUeNr9vhRC/Ah4Cfh3gX+7e9t/DfyffFZgbDK+c/9V7hwdMh6OMVmBUBlSaKJSBOewtaWqKtabirqu2Kwrnl9d8ezJOUOj2djA8cEEQSTLMhBJA1AbzWrd8FfvPuWDDy9ZLpY4W4GwCDyb1ZrFqiHLIbiACpEoIgbBWGZMZXLea13ECkV0ARs9UQsmswFj6VlWiQBBlMTWQpkTSoknYIRCWE8bPN6DzjXZIO3w0s4raWc2LtBEWG42SZ5IKiKS1K8jQQs2NrLxFhQQJU1okdayWC9x8yUQIRskhqoEpCAqhcgU3mhUSCajKibscDQ66TS2Lk2YCui0OjNlELmhdhVi6SAzCBc4GI04OTpCZwV37rzE6w9fZ7p3QEPO7/3z32GxtoyLEaOsRJJKRTGm7I4h7V6FhCgi2rmtGeRdXQAAIABJREFUm84wLxKCowyMxyXLOiN2GpIohUJSao9TLgXxsnfhiuAC4jNku35RfffjojjR1YR7QgR8clby8wTHn/babmDbT07e+1vZ060mLD0mTqDibfmyn82ihlTOjUl6sJ9g+0lcitsmD9ufpGfTE5duoB2f3Pogiu07xbac+Fmtz0zAJ8NRdq/xi2CPf972C8pCf3l9l5s+0AcTCpLrV5edVEqRZRlKKZqmoW0ahuUAkylQbtv9pZBb21whNbrrHzes+tv9FEgZTmvTa1ptiWSD8ShlqbP0XLXsMrtpUCXzjG6RTxhS0cEiOqk/0rkkqI8nRIvSQyIJH9pYu7Vh1yJtzOWWONhDtCL9Pi/LDD6Ccy3WWtrWYnSypRZCcHxyTJApebFZ1zRNw7jTcTVCoWQyykAlCJgWgjAcMNvb4+7xXc7m5wzHQ8rREFOUCJGcx5bWkhUDVAfF6ANg27bb8++D5IuLC/ZmM7TWVJuK5XKOd57T589orKMsS95466sMRxPA41xM2s9CpGRQjIzH4+0cUlUV88WKg9kIneVEUUILg0IzHeeMBjkHezM+S/bqF9Fv+xK9q6sEYxSxq1wFvE/Pz7YtymiIad4L3uGdxTtL6BQWkuZ2kolEaEBjO9tiokVIlbSzY3Kvk1qDUnh3Y3KEkF3fcDRNjegIeXiPzHK0MgQRcdbRNi0xOJy3YAz4mIhgRFrnaRqHQNHYBqnKLS45xtTvg08GGq7TQO4THqFLjkDq771tets2tLZF6WSnLKWkdS2ras50NEoYcqAsBoTgadoGH1u0KCiLAh1T8ioRQiWFMWij2WxWxOi2BMNd8YAEc/Lbsa86gmcPrZBSJt+GtqWxaYAlPHOaJ4qyQJmM9XKOEhEvIq1ryZRgMhpx984RUUne+emHfP2tr2GUQmnB3qRkb29K3TpW8zUX1wvaxtE0KTOfYIcJ0hgjn7m2fCkYYyHEQ+A7wB8CJ90gAHhGKp183Gf+HvD3AO7eOebNV15FFyVKmS2TNMSAq1O6vq5rFps11aZmtVxyfn7Bs6fPOD2bI6XGomnrlrLMGQ5zhISDPCcKwXq5IHqfcG+jEjCARxtJ41sa17KsBftasTcYgdG0UiB9RK4lrQ0so8d4g5WRLDPMBiVTGck0/PCiZrOoELYLBozeloGlT0LjVbWhti0ThmhjKDtMnvMJ2xRQICLq2rCpKlyIBCmxIZA8OCLL0HDlK65DSx0ctC3iek08ryhGYxrRIKVO5T8pOw/0VJ4hE/iot+VvSLhh4Rx0C4wiEn3C3d0/vMtsf8oPHr9L42tyJ/nq3l3yrKAcTnjr5D6DYsioGFG1lh9dLPnh//bfEYRmPB4wKA1KJH3PfhcLdILfCf6htd5qL24DqxjIlKI0GUGmTU6WZwnbJ3Jq64jRd1jWhFd0MXI6v/6V9F1tsltEoe1EJvqFtrMijWoLHrjBtH0yNvrjssM7378NCPtJqceA+g7n1TQNxhjyPKeqKgQa6xLuLc8M5WiAtWnC+vggXCJFypk0lcUMbrJDu+e2W77rj9Pvzj9vLil257/ZbFJALtXHZptfDOI/b+DZ3+v+HPtA+tOw3H8T2s/bd8eT8XYc3tqgdX24D5b7luc53jkeP37MG2++gRAJopX2QJ3WKh2esrNt3maS/I3RwnascENkUplhmGfJwUvAZrPpNFAFOqQgVYhEWOqfYQoKREdO3SEIdhwEpTRKJYKQC2FbBi6KghACi8WCfDhEKYFUqdSuVLKhrtarxMw/PEzjJASEkMlgIC8wOtuSkAJgO5e48XjMcAg2eJ4/f87ebH8bQEQbQSQ7YCk0r732Kkoo/tVf/CnBOqrVGiEMRTFgONwneM96vaDMe9Ud0ZnqWEx3D7TW3Lt3LykieM/F5SVn52e4mO6ZyTIMgvV6TSRQljmDUm4d0/r5I0nadZJ3MmFYp7NxkhVr1yw2M+r2iqzY4KzFB8vX33iN//mf2F96v1VZCcKjdIK3QJpzVJfBHA6H+JCwsGw3YhEZHXhL8I5ARElDbjIQil5DPURHsC7ZL3uXoBch4bRNl0GdTKbYNm2SonNJD1orZGZo6oayLNOcGCzBJvUeJEgVCUQyo6ld2GaJ67qiaSqEjHgXkmqQEEnir59nhYfokDHg2hrfjVVjTFJc6SqDPXQihJDk3uKNK6XqNo4xRvJyxMXZc4JU+Cbdkz7j6126d04GyuEABDibMMmRSF7khBC5vr5mMpncmit2YVdKKVxn4tH/rX/vYDCgrmv29vaSln5H3s6yDFtvuP/SHapV2twNhiWz6YTpdEIUhsW6ZjDe49GHH/H6yyfcv3OC0ZJ6vaZuky6/FwJTFii1YlOlZKrzLmXRcWj16RCgnzswFkKMgN8B/pMY4+KF0m8U4uOtcWKM/xD4hwDf/I2vx8FkQiDtuq2H1vrUgT00bcuq3rCuKmzTstlsWF7Pqa7mrK/mLNsIsqCtGsoi5+R4yuFsxLgoEqhcC15/+ZBJJmmbiqZds9qsWNQNZZExRJAJxW/NHiBy2AjHma04r9estWSlM95dLhkLhxaSEyV4SRgGQmIGQN2gwiW+yBgMxwymY+Iwp5aCZ03Dnc2G68sr1scntOMJuczJVCq3hzjuykCCKCMqy7laLNnUDRvrqJsWlMRFy7LdcNFWWO+QPiBah1/VYBuGwz1i0BSmxEtBq8CLgHcVNDWYGpFFlJdIpYmd/mYISSWCTBNdA14xMBkHoymvv/IVju+c8M+u/i++9tobfO9b3+WVh19htn9IkZfomBiu143lH//uv8LHlohkUOQYJfHOgUiDtS8FSZXK8CEEWmupmyYFRh2+SEVQQlLmOTFwC5uoRUZmLC5YEDGVYBBkredHzz78lfTdYjDqOEa3S8W7/4+xM3PtMgwipFJSasm+eeectpuEnpnby95Ya29lg3fPt9c2hRRkjkaj7d9SBkSR5yUxZiAC6zY5EnkiubiRq+ozDz2kIWksbxjko5sSbLxhxvfBTm8gYL1HdEGM/4TA/pPaYDDoVBJSBkjscET7+/jXabuZ8xdbT2TaxQr+TWhfRt+9e/dOzLKsP95NYPRCX4YbrPpkOmU628PhCFFiso76ExXExJtQCLRKG/CqqnBtwtNmWYbs1ElijMjMMNm7Ua7ov08IwcHBATFGnp+fce/u3RsDGiG2v0spMTrbfj6Ni5jgB1IiZEyLYKd8EXbeB3BwcIBRgtPTU5QWjEfjDpIlKAcFpribxqn0FEIR443Mk1SC4FJJP2wx+x3goSOq3n3pAcQkQzi/XjAaDShzQwyO6D0YzYPXHqBLzV/8+Q84O/2IIyE4PLzLdHxAngsWV6dcX/0V+fgYIwWj0TDpv8KW/NT368vra7Iy5+WHDzk+Oma5XHJ1dcX5+fl2LtEm2fEmNRCFFBE5FDRtjRami8MiWiZuhHWBKCxWHTAoG45mYwY55MWA6WS6dTb7ZfbbbDCN6/U6ae92laXeSXU0GqWAVQiUyfHOYpua6G03RzrAo6TGegci2QgLIUF1MpgRpAtoEWljci2U2iCkxqhk0hKUpGk8SiuInqZpqdabW8HhumkRss9AQ7QeQcCGNhHYXYtUulNfsNRthVLgfEQWCcOmtCR5AycoRCIRSnxMgazwvnPlozPCEeRFIr8tlytsCGiTvkMEi3AZs8ERi4tFMjsLNU1ICZPoPWWe4V2q6iotUBJal6qGWWZSsqRzyTvsNo3d80kBd54xHu1xfX3NYrFgOhpv16yiKBgOhyyXS2KMW4lS11oGxQBjDNVykyr/1vHaK19hPZ+zd3gIWrGqVjy7eESzafjNb36LXDco76jXK7LJkPGwIM+htom0WtctPrRIdMcpSDhlbfIXCN8/236uwFgIYbpO/t/EGP+H7uXnQoi7McanQoi7wOnnOA6NS5NaiB5nA771eB9w1jOvErzAbmw30QkyoxFCMRtP0JWjDZL1YsXZ6XMG+cuMytfIB0nbUSC5f2/GZCRx3jFfrXl+eoE7v6ANjiZYJiJnVBRgkjD2CottHKos2DQVrVFscgMqIRWKZOKJVZF5LuDOAbMouD+eMhkOWWnBU9fwlJbp6VNGwXB1MWdvOKLQmiIv0Doj0xZtckajEcNNxbhuk1WvkLhYY10SA1/bltVmRdhU4GwKHKJADEqEVwx1ngJT7REyI6nJOXAOsGAFEYUTqWokRUD6AE2dSt9KUcqSoBXTYsjd/UN+49XX2Z+M+PrRq+ydvMHf+vbX2D+cJkWDzmFp1XqerjS/+9/+lwgyFKBFyupaF5EybOESvcB9jEkH14Vu0hECbRLWrmossnPgCyFl9YXUBG8JRLTRhN4Aw6fjhRhZLC9/NX2X2wHX7iLf/2zbdlt2DSEQokOIlDXKsqQLWVUVPaFnS0zosmtVVW3HyYvf9XG/f2zWUyR8VR+I7waLIt5keXt91OFwSHCOhobJdAoibIXWe0ved999l9lsditb/tdtve2sUamKAJ8PSnHrEneu+/NCUfqsy9+k9uXNu72T1u2Nzi68Am5bhKd+lsgrSlX84I9/zFtvfIMsT5jPSHqWRqtUbpWK2XSK6LRMk6JJkjTRQv0M2a//2X//nTt3Uqm4C+z6Z7Vri9tvnPux02el6L+PtHHspeJi7OB2pH3X0dERiMD19Zyqatif7eN9pMwLfEwBNqSgKcreiGRXASZt7BHghejcrgNCC7wHU2iKbAJCsFot2KxXDMo0H2RKczjb43Bvj83qMWfPHxOi4uGrGYfDYyb33sCGBhVXqZqiFFrLrfSVtXYrgTWdTGjalqqq8d4z0ZrhdMLJS/dYr9fMFwuc90wmE8rO0EEJCC4RmSaTyS3t6KZJ99E2e0gTUK5hkOecHOxxMJulTY/7/AYfX1a/7Zu1jjwvkCojevAusLKrhGs3BimS410kkErogaZtKU2GVjkE0VU7AlJBcJ4YW4K1IBXSJMlULfUtAqX3yRnOe4+PSceXTmas3/TFGMl1qtD248fLRDRbrZbsD1IgaLIC2zZU60DbWoZFnrD1Mu827S0hekJwBOcQQkMstpkLqXVSgyDcjFcrOrMNg/TJSlr4QHQBFytsrJNGsHWMR1NynbHwFyw3a7xriVEymoyo6orWtyidgVQ478h21p+rqyuKotiuB1VVbSuUe3t7zOdzQghbLL5zbqtrDGldbJqGMs9xvsUHm2zcO33uDz74gDYEFm3LbDpFG0WuM6YHJcv5KZPjPUBgipwsz6mrmmenF2ycwNpkEGJtS+gw0Ckpl8bxZ1UGfx5VCgH8V8CPYoz/xc6f/ifgPwT+Qffzf/ysY0XYltOta2kah20ThqypbWeV6FhvavIMtExs2rzIGQ5HFMuK+bpiPV+x6SYFrTrike4C6OkQrSOrdc2yqmldYLGyNEFQNS25KWhlQyXSMHLOcV1XfG00JPrAeJqzkCkIi94xby0DpVmGiCoHMI1MMBwOx5RZRiSQRc9pu0Zd1+zHCw4mZ0zGI4qixGhzg+vr/k0GBXVdYp3H+kgbIl4KlAZdBWgsWJeIKEKAyBBlIEciM4FqBdEpoo4gHNG3iOggSEQrCKLFDHJUphAxElxIUAcEWkp+6/U3GWQj/u63v81vfP1r3Llzj0wXFIM7WFmS50M2C4siCaO7qFg0gXc+fEKcnxFNQVkojFEdYSEFYrpjrLcxJI1o77fM8ttZVmg7M5NNXYP3W0vp3WxP9MmiOPq0QF37FuNb2l9B37059xsliL7E6TsbUe8dm80aY7IuU9xpcEax3XHvZu4+7Xt2A+DPCkR3gw4hAMktwlWP/E0l8XQvjemwaG2b+ogIhOCR+obU15OxXnnlFa6urm6pE3zS6XeJmP4bSci6uD2bXuIu9imbDo7ySffhY7/jC0IjPvZvL8jYCRG2ePF0tt0mT2x/+6W2L7fv3gTEPSO8Dyr7DM+uuUxa0JJE5mrtaYXG6wOenK04PlCMh1myDBcJ2parpDIRpeqUdm4UWoS6CWBfzBjvqp+4fkxJ2UFtIpPJFCUVNtgEqQpJt/vmeUaatmK9WTOd7JEgEikYT4u82DL8QaKNwLUbJqMxm8rz00enzJeWhw8fcDQFj0J3FZ8oRNIojklxCCUTUa+v8oSADxEf++tIcl2xU+EZlCWZSRCo58+fMx1N2JtO+M63v0WW57zz/mPmV+dUx+cs54LBZI/p/glnT9dkWSIihx1cb1+2frHvp8ylTWVl75nOZgnfrJIy7nK5ZrVaMp3tURQ548kQk+mUEYypp2emIMaW1h8SmzWFsqxXNcP7d/jWV7/Ks4/ep3Wfz3H0S+23QqSst1EJK60jxuQI55Ak7GtV16ki6233EU2MIIVGoHDWY4oSekYyyRZc4BEqEdOdc5i8uDG66kiMVd10mfeAiCm7jkh69Uom4mluDJsOnuKtw4mINorW1gihaa1HaI/zNcRkXlEUOT44Mp0soouyRKkhVbWiWi8RMaBVRAqPtx6TF8mMS+sONqTRmcE3LcG27I1GrCqHDWkdRVgmo4LTp+8yPb6Hy2eEYCnLEu8mNE2Na2q0UTx+8piDw0OETETAXpoudlU8YxSb9RKtEvFQa7OtUlpnWW82DIZjXF2xXq+3rq49bnq5XDKdTtMcsI2B0tp4cX1NjDEpU+kMv1yhtGI6HjIqC0bDnOBqZpMZZ6fPOL24QhlNkecMRiPssiLEyHy5JERJVW86DlgP9fNo8emcpJ8nY/x3gf8A+IEQ4s+61/5zUgf/74UQ/zHwAfDvfdaBYohUdQ2Bra+7dwHnPMtNRVVtEu6lrdGqQMiUcZ0MRwkcLyK22jBfzGmCwLlA2yacZdnp7EllsI3n+nrJ89Nrnp9ec3W5QmpN23a6lQSW9ZpIpPCSI5kxlZrj8T5eKzYEFq5l1TYUMXKoc6pmyZTAXNegNF4kIoiSneOO95yur/mwVcyGU2Z7Y4ZliVGaski4WyEESgvyvGBQDqhtpPURGwIogQ+eocoYCMU6CnxIWKUACK2whaDOMtplg8ZjvaMVLTFYZBQpR6gDmcmZDkc0IoUoeaZQeUmLRSjN/tERv/2N7/Jv/K3vcnJ8CEBl4eTwmMpG2rphudqwP87QwwEBw6Ja87//r/8IepkamfQVnffEkFyirPeIcGOBTDdBqY4Q0O8g+6XKeUfdNATnqWqHkHYr3xZCpPWOTVUTfRJKX7YN7pbwzi+v74Yuy7q9hh0YBB3QvyyHQERK1ZHWkj5en2ntS6K7Yv6fFNB9EVztFu+cPpkmBiFB7OKbO3eu6NiVII49pELefN+LG5ksy7rj7+J2Pzk4htvB8e4PuAmOt2XzT6XsfXzbha/89Vt3DBJxNJL6nVaCxlmU6KE/u1nUX1r70vpuf527ihO7/7cdMW63SiGEpG0c/+8f/Mu0wDcNeWbYP9hnPBkymw55+f498qzTH95qCHd2zXTmGXSyv1ptITy7WMX+XIy8IXmmMRKpNhWnp6c8ePAA61quLhdMJ1PyvIdVgFKG0WiYSIFaIZxDS9UpCHSBKkn3/cmTa95+70NqG6hbz9X1Em8tj58+5+tvPOCVV17q9HBvK1moPAX4fst4T/hcKRK0Yms/TWS5XFKW5Y2dvVLMZjOGxQAhkgbzZDrmYG/K9XzDxcVpIr0S8XZN3bRobTBGAXI7x+z2d0HaQPRmOsakex8HcbupaZoG6xxGG4ajMUT48MNHeO+ZdeS9JE8GIhqiylmLGUY+4fhoio5tB03xPH36lC9gCP3l9dtu8+x9QEmfsqo+bO9r4tV4rAsgQvfM3E11qBuu1iYSo+yIkyF2xiwxSZQprRJ0RnRzd0yghvQMApmRxJBgAsSY5NM66IJNmAec9x0sTBC8Tc53Jid6j7cWqdgeQymdcMVC4XxI8qptel+fce1VfJTO0nXGxGMSMlXcCUnJKZo8SbnGBddP36FZX1NmGWpvyHe+/iZnbUZjPW3T0M/Kw+GIdQx4m+zDQwzI4JMEYYw426b7IiXBOUajUcdzuYEnxRi2OOe6rrFVxWg02m62tdbUdc2dO3e2c4yzdstL0DqpbdVVxcHRIZtNjSCQGdVpgHuaqiLPNM+ePydtIAZJVZbIcDRitWlxwSONhs6qOsSblYe4E4t8Qvt5VCn+Hz555fp3vsixQgisVqtO6aybJEOkbS3r9YqmbnC9VS5p12sygxKCxXrD/OqSs/NzrhYL0AXrTcX1YkkxHHT+8FDVNY+fXfLo8SmPn53z9PSaxbKiHAyRJPkVby1tW5FJw5EqGI+O2S8GTMohrsuKXbYVV2qDjIJ9UwCwEYofNhtW1rLBUmhDK8DFSBGT6PdqU/Hk/Jyjsz2mo3FifXbBpBICoySZ0QyKnKZNwt0+OJCCumkYmIz9YkSdbaiqQOscMXgQAWcEG6NoY9Loc8ESYpctVp1VqTZMBgUH0xmb4JAIRipHC8kmVHgp2Z/t8d3v/BYv3X+IiJHVak3tHEezMRfXqZRXVzV2YMiFpAmC88WSH//xH4AsITQMBiWCG8yrIMnPiRB71lnHYFe3ArdEDEjOWkpKArBuGy6Wc6x1uO49PeHsqlqwqTZoITjfLAhfIIb6MvtuH1ymbITsgqnOEYxEYFNabTNzKUDtP3w72OzODWDLOO4toW9/32dnR/tAZ/ta7Gj3nZZxn6EHsQ3W5c4uWohkt43spYpuSoS7x++v1+xgR188l59tO/njLhvbV026LtI9nZ3JbPfTnwUb2Tm/L9pufWMUOCFYrdYpSxUlq6ZilCmmgwJjfvmY5C+z7wLbBe3FTG33Xbew16lPSASKs/MzlEikmiAGnF1ecTGfU5wVXK9aTg4m3DmccpIny1nVZXSl6El6N2NnG5jzokJJMqaJHYzB+hZnHULIrfPYZrPBdFnT/rYoqRESpNIQ5baM2hvKCBGxruXp8zPe/+BDzi8rFpUlLwdIpTB5SV4MeH624KUHDqMlm82yw/sXt8egFFvZtB4H6qxNVciiIPgb3H9//XQW2pPJBNUF0HlRcHx0TF21af26OqUo84SRjIkk671EiNtKALfGW0dolN1zEyJJ34lCdNU2T+xgUyEKymLIZrPejr0etmWtRSAp8xGNN0RhyKkYD/YYlGNGoxFVVXF6fvG5x9iX3W/TFNLJ98XQYW67bLe44T2kAl3HR1EqZXQj20Cqd3kNxA4/3iWSOqgKXR8VJHXTvFCsVgukTPc5ku6tC8k5UJoMqRWbpknyor1ySozgPFrIJNEXPd6moNR5T3AepTRedQpL3YbcuwQppVtfQgwEG9C6SByOkPSPE0wxgHB456kWz5k/vWRaakqx4fBwzMsv3WVYSKq6pQka73rX3UR673W9veg2dCHpPvfjPMJWyzh09yepTKltYsQ5jzHpOH3VaVf/vG1biqJgMBiwXC7TRqyTU0vHEuQ6w3XqGra1DMoSoyXONkn5hrQxXa3XzCajLa7bKoXWGVqpxMlxNs01YvsY0zj5HGvDr4Xznfee6+trpFQdZhSij7TWslmv8W3LcrmiHA1QxE5fT1LVDc/PLnn8+DnPr+esNjU6l1zOlzw7u2C2N+u09jwXF9f85L0nfPTROZdXS+arDa0LZAOdSmEx4ryjiJqRyDguxszKgiIvKMocR+qYh9WKM5njQmCsC1QErQzztubKznHRU0WPDYlIlitNkQ9QG8n5YsHp5Zyj/QV7kzGDPEtlBCEwUpJpSZEZyiKjdTkuOLwQRO8oc82d8T6uabmykWWzwreOKDxCaRrhcTISXcI9Ce8Q0YOQGKkYDEa8NNpLLNAY0EiGOkMgqUODMJqvvfY6r736KtoUXJwvmM9rAp47BxMuLh1aJjaqCxEbJfNNy3sfPqY6e4YqxgjZsDebolSXdegiwEjcZhH7DFTs3HzoMoy6EynPtKbQSbP4MlqeXT+nkkPyQYEQmkFZJGiCa7moFri24XJ19YXxqF9WS0G+2ZLVBF1iNvZi/iBIi3H315tk6Y6k1W6AAmwnnS3xUOtbgemuWULfXgxqbv0taY4AN66B20VVJsmiXrOyP5ZWKdAPO/d2GwyLGzxon+kT3QP9rEcR+6A8im0fuQm++vvY3asv2F4kcX3m+z/mFR8CjQ2sm0AdIk+eXRKForWKqt1wMsuRJ5L9Do/5ce3jNju/rm3rMiluE+96SFD//156UCpFZnLy4YjRYEA+HOCamtViyfV8yfWqZbU5oqoa6jZw7+4hw1KiZcqy9xtmLVO2tVfB6O/SrjlNryjQL8bOOwblkLt3724TKJPpdMsyT4t7H8zE9HuXySWk4LCuLU9Oz3n7/cd89NE5bZDM9vY5PDigzA0hOFAZ77/7jOnejLxU1GtHUjPqJO461R/bMeqLokivhWTa0LYpMI4kveXxZJwCuQhJFC8kRR5nkUhmsynj4ZD1esVHTx9zeX1JU89Yr+cMBylTXuQ388WWr9AHFN3YjS/0+z4rZ7QBRKerK0m3OMFLDg8P8d5TVRVt29I2FiEkWlk2oQS7IRcNWsL9+/c53j9gcX3F+Xy+rSz9sltXd6PfZKes+43qQZ9QEKJbYLr5KuFNOxtyISBGAqELiiORLgAMKehNc1FECY+OHrdeUl1ebBUeIJHlWp90oQ/u3id2sIqgbuA9MfqbjQkhqWN0VYZULQlEJEpnCJXkDqWE6CVRSuiMsXxIUnPBW6JIyQ4hAgqPCp56vWJ1fcnm8iNiWHL3ta9w5+UH3H/pAa+8dI+LyzN+/y8eI0cepZJBS4yRtvU0rcWHNGacsxijCQGUcjuQHbbrku9UfrQ2XZUvubp6n0xH8jwj74LUvllrmUwmrFYr6s7KfJfP4KzDhzQ2nLUgAoMyR0uJa1uCUpg8bTiyXCdIp7W0nfpTVKRKfYhUmwbXWX3frCmiU1v69PZrERhb23J+eU6Zl90Nj4mAFxybekNYb3j04VNeeeUOYTpCkBMIbuzKAAAgAElEQVQjXC83fPTkOY/PF2xcwJMC68vrJY+fXvDw4QOUEFjneP78knfff8752Yqqbmi8RyiDzpNGJz5AlNwr9xhlBXvDIS8dHjIejxjlBT4GPLBYLpiZaxZ1lbBqQjBQScj6AyGxIU1SeZTsy4wgJa8M92iblto55usNi9Wa5XrNsCzIywJESHipIDFWk2cZReFxnTNP9MlH/W7cQwdH7j2xtdimwXvABmhbwNOGkCx/hUBGiRaaoc555egOb77yKoPBIKkQSEWeGfIsBynYn+7x/b/zfabTCctVy6ZuWa4atIzYaaCxnpKIJ+CEoI2C5+dX/Omf/BlaQvA10him0zFIifPJLSh2WFEpJCi2E7r1MpWBkBilMcphMkWRG6pWMiwytBA8vbxg6RbsTSc4r5juDZEyY6CHVKbhbLVgubwm2Xz8alrvurcNWvsIuWtpY9BlSbeQtj5zfHsh291dA7dkbHrt1n4i2S2lflK7wZCmErLosvW7JBFI0k4xRmQ3ccQYU/Wmx9juKGH0gXGMN3bcN+VwusDk5vvhY7LZQhAINwt6jCnAyHI+DULxea/3i7Q+fw1AgNW65vHFmvfOas5XjufPr6jbiFE5Kra8+qBgMDDsj4efeo6/7gEx3PS3HsKwGxzvEkEhXZcPSR5f6oy9wyPuzWY00WLbDN+22LpmUhiGgwlvP77knUfP+Df/te9x58AzGuRkxQAhIyLETtEhZYUDbDG6LnSSZMYg8jydV0w6uz38vA+aDw+PcN6lUnY37vrzT3bPacH1gLUV63XFR6dL/uyH7xD0gO/9nd+mqivWiw2ZVojgcU2N1I7pbMi9oylSCY6Ojgg+st5UVFW1rUbW6zXL5RKAvCiQUqZkSl4k1zvpt+e27RedgUSaB9K8GGOSAxuPhsmUyjaslwuapkWECdY3FPkhMY5SubnL8NquktpDK3qXtt3XlssFBwfHKMDoBGMLMc0Hk0mJdQFpFOv1GmNyMjPAOU/dWGpGbOaPOb6rMEbz8JVXGecZ//LHP+RqOf+VJCSSC2HC+IdAJ+UXtn02tcSXgJvx2EtZxm4d4gXYWggRnfWpRYVUBh8chfaMC4m0S957908ZFiV1tcGGSPAtVdPSWIcpRpjDAWfVkNkgY1M3mKwLaDv9YWstWaFomjZBGXVKCnncts8jIv1lRDpDD5VkY4WPBCyummPyFAfFkNwUo11z9uhtLs+fMCzHfPt7f5uHD77CZDIh05L33n/EP/+jv+Te69+j9RZlcoaDQad41GJ9oPUpyE7kvAbVyRJ655AiBdKND2Ta4EW3cRUC73v79W798haZaWynGd0/m6IoqOuatmko8ryzHk8456IoEhY4RA729xEhoGQiWQ7LAQrYbNZ4KYjOM5vspeA5z5O8nnNs1jWrTc2wGCJZs65rQnQdvCkpl0BI5luf0n4tAuOmabm+uMIOW4zO8C5gW4sPgcurS+bnF/z5v/oRh+OceHCIKNPO+LpueT73rKPAaU0UBp0ls4z5qqaqG+o6Ca6vqoYmKCoLtQOMZjQpGU9KTK6pRGJv3ts/4N7eHgezCSeHx+TDERmyY0a32OmMw+mMi8Wc682GTKTMkRUwLjKeLOdYH5EqY18VnM1X3BsNmbcbzpqWddsy36y5Wi3Jy4yjPOsy4Gliba0nzyyF04SQshCKiIyBwhgKoxhIxUgazkzOVbXiwq/wTUthDI1r00PVCiNyXhruk08LvvvaGzx85RWG0ykKGBUlR3sHHB8eMhwMOTw8Ym//DtfzBcuqorYVISaFiPWqZjQe0gZHXmQIZVg5wTsfPOJf/O4/RhpFtBYzmiGzVG5erje0bYvW+VZ8fxdL2Mt77aAKthgkIQRlVlCWA9p4ztn1BevNiiAyVmKPaTnGmIxJMWCjcozQn5sE8otsu0HFraBIJJzatqSzfR2Icru2iBegFT220xiz3XUH75HdBNOrVewSpl5k5vfavT2eeRcDfVtpIAW6W+OULjOsVEem3An2Yo9vR+Ot2Qbx/T3of/amELv469T6LI/YYjH7hd45RzDhVr/YbS8Gmy8G3J8bg73zW5oqU8C/bi0fns754dtn/OlfXfP24+uU2feRg6MS127Q8oA37s7g3icc+29AQAw31RvEDbShDzh3szi7ihVKCoos5/D4Pnfu3KXwFa6uGU/HjIuMiyJjXTfI4NgvFId33uL3fv/PEaHm29/4Cr/1rbcoBhlZZqirisVyybAj7SgEWiRlh14Ltl9UdzPXxJ4kKIjCY8iQQnF1Ncc5x/7sgJQd1UDEOY+tLD/88Tu882yOGN7lq9/8LcZ55PTpc/amM0RukpGHa7C1w0jNcJAxHWWgSrTyPDt7yny5oihLMim5Wi5RMbK3t7fFRfdwEBFJc3e8Devpy/YhPYDteE1ELsfh0T7379/jpz99m3d/+hOGgxESx2ozxyjJdDpiNBq8EASyDYrX6zWbqqIcDMjzfKsi09SW1kWcC4ToiR3nwDlPDAl/PByOkhKUi4DFuRU222PGX/Lw3nfRuef0yVPObMXTs8eoXPM5h9uX2tIGyqNCstwW6kY1Jc2TqTqnlLylYtLDvaTsnlVMsxjczFcRup9pzR/kBSf7OXcPcow84uD4HgqBCi2X5xccndzh/OyUn/7kh8yvzvjB//d7CFEz/t6/v6Mp7BPssat6WNuAkNu/9WPPmDSXiuCTBrE2iBhpq6RzHGgZGIVrGzw1pas4++gRy/UV1lVJgUsP+Mqbb3L37kNG5ZQiGyGl5snlOe8+O+PgwdeR0lOaIvG6YLu5SrrjEd9WW/WIHgborNvCcLIs28L72t5IpV9jhGA8HpMXBWdnZ0zHkyRGsFPtbNuWo+NjTp89+xmlmTzPKIuCaC0v3b3HYj1nPBp2c8WCssx45cFdnnz0iNFoRFtVvPzgAcNhxnx+xUePn7NZV9ggQeqbNSVGejt2+krSp7Rfm8D49NFTDo8PIGqcdzjfsFnXPD8745333uXp0wsunz3n5PiEbDBGaUU2HpFlOWMpWLcNKguc7Je8dHzI/bsHBAHLuibEyP6k4OXjEco7qjZDFZpyMuDgcExWCIpMcW98h7defsj9O/cZT/bIigxvW3zdJN1JqVBFzp7eY1iW7G02XJQlwXmyzYjrVcGJGdD6iI4K4Tzne5JjNeAsu2ZSVTTWUW8qrpZL0JJhUTLtHIei9ygBuVa4PJEEtJSUQlFKRbWpGBnDMM+ZTibcnc9Zr5f8+cWHPF8tOTk45MmzjxgqQ6mHjIoxbz34CrPpgN9846u8/JVXOTo4BCkoiiEHewfMJtPkd68zXNPy7genPD29RBHJjGG1vEaqA+RQEhooBwUyK3n04Sl/9YMfolfnWDVC5RBjgRWB62rDfL2iaVuGg/SMt4FwNzmkSaHj+XcLQ7+jTwuwohCGgdQ8qyraagmySIL8Q4X0gXq54Wqxom39pyUZf7FN3MZE3rwsbv1EKESHZY89zrcjw912j0oZixhD0mHdZlzBaI0uCkBQbVq8B+ct1jbs7+/Ttu2tLPK2xNpP+jsB2+45i64kpzqMIjEiZERJgch7fOIOHjVK8OC9RYhE0OqfW49d7oPvF+XlTk9PERKOT46Am8x4//x9CPhduMkn3vaf/4HvBt86KFrZ8tNHT/mDP3rETz9a06ohQmiuzs+4f/+E6+dXxNAw+sbL7O+l+/03TertxZYytrdbv6nqW59N7mENZamYjkbkneb0cHzIaDRMsACpmdiW0aggzqY8fvaUe/dOqNuWd54vOf+Dv+SNV4752sMDUIbxbIZUMlW6Y4IdDPWN6U9/f/uNUypA7VQkkBBTpXA63utgeVf86Ec/4fvf/z4Ex/tPTvnBO094er5kOtnjzQdH1JslByf3uHNyB1tVTDYtV9dX2HpNUWRgJINyzGaxovA1mILJ/j6T/f0bvedOgrFtW1arFVlWYLKsw+UHjJSp3L1zX7djMg207f1NNsOKoghMxmMmoynr5Qbnap49ecxsuteZMCSL6Yvz8ySpGAKPHj3izTffpMhzyqLYQjl6mIdG4JRAGw0SvBN4KxDa4n2vkxtxMeIj+BixIqPK30BXp4jMkhWON15/Cy3hw/eeUtfwt7/9r/PuOx/9IrrlpzeRAhvvHVF5RPDEKAkeijLbJlySxXKgk0TZkSYM24Ap9esb2UAhNYUySCTDYcbdk31eOd6niJ53P3ifi6srrEtE8ExpVpsNw8mEh2+8xaP3M7K1o60u+cnv/w5vffN7LDlMKhXSYUMkMxJJIqkrrbCupUUghcGonDI3NKFCa0m7WaOwSFFjxJJ2ccF7H76D38wJJCiP36puSAaDMV/9+tfZ3z9Ay4xXO9KoNBqRzQhZSmYUgym2rZmMksNkMRpRFgXLxTUb19DIZPnetC3Gum6DkaG0prYNrXPp+o25TRoPgSgETVWjhORo/4CqbbDVBtu0SCmZzWYc7e/z9OlTEKITR1A0bUPwDp1r3nv/Xb75jW/w7PlTWlsjBV2wndNUG5arDZPpHoPBkNwo3n33bco8ZzQcMh2NeX62oKkFm6pK8CmbdMNjCASSxbpQn15f/vUIjNuW9z54h1W1oWoa6qYlhsByseD67JJ3nz6BEHjnw0fs37vL+OiYPBswyXIOJyUfnjc43/LSvWO+9voD7hzvMx4PyU1G0zraukHnJYPBkOmeZxBBFRnFIEtGIMOC119+mQd3j7h38hLjyRTVAeettVjXbMlkEhBCkWUlE2HIdI5zlqPZjGVzyKZZ07rEsjRScTVfMxSKs/vXXM+XPL+6ZJgPkhvRasXlcsFgMNgGxkIk/cQc0FJBMEnbVwaMlnhrGRYZ07Kknk5p24q94YAPltcMixLZtIyM4e7xCffv3ufVO3eZTqd85ze+wd37DxkOS1britp6auupGksUitBWfPTojKdPz3j8+ILpXsnh4YAmeNb1mslwhlKQYahc5F/8/v/NP/1f/lHamRlPwKBkxbN2xbxasVqv2dQVe6qDOHSZk965ybvk5S51kl7btB7XBOrWIaJEdQ5RSkpiUxG0pFaeZbUmv76mCQ1n1xdc10vyTNPUX9yB6ctpESF7IozoyD0pOJQ6djI5SVlEiC7IkD1mM01sIgSUThhf35VHW9sSrGM2ypmUGlEYPnr8EZkZMNs7pPY1UhhynTEclttse1VVNE3DbDbbZpV7Sbi+VA63A8ttNhk68qNAyrT4iKzPgO5mZvvPx5sFZXvcj79LdZ20M09OTjq8X2cjvfMeY0ziGcRen5ZbIOAXM28vXsfPPJnPQdLrkYUgWNeey+uGeaW5WAquFs9x/gbvPTs+IZcto1JDbMCM6esUN9SvL9Z+pdllcXNf+g1rv4n6JHiFEGILrTk5uou0Y56cnnH65DQtQNETTODs/Bkhah6+/JCf/PhtVJ6RlQPmyzV/+IP3OG2HfONowf7BQZIqFGKLZVe72bOdCsfuiW/3m5K0IEeJJBnn7O8f8du/fUjVrPgn/8cfocZHXF/OORyPOT6YURB4+OpX8CLw7ttvMy5KXAi4eoWt1kQE09lL1GTdWuBJbp03sJLdfm+MYX9/H+cDi8WSpmk4Pj7eBsH9ddySc+xMGfqsr7WW4Bx5nnN8dMS9eyd88MG77O0f411gXS25fvsCZ1veePMNZrMZZVnSti3379+/leWPMZJnGaJtQSmiFHiZTIZCSPo9KTBPRghdwYgYwLlI8AJPwdod8Jt3HzEZf5OiKMh0UtCpveBi3fLj3/tnVJvNL7SLflyLEZyzCFTCCxMT1llImqa56ccdLyN96Mbdr9/0JVOjG3JkjBGpCwiCGAWb+YLp/T3YXPPk7JzF1QXrxZzg4c7JCW1V49sKlADfUmjB9GDMu48bDg9LHr39Ew7vLlGTE5wckOHxtkWoxPkwylCqLAW4scW1c6rzNeeP/4zoWxwCEWNnY+0IzlM3DV6KxIvyCq0KDk+OGU9nHOwf8f3f/rcI1jIezvjat74NvuIP/+QvePbsFFtDlkkWyzl5lkEHzbNVlZwpEWRZAZ0ZV5Ylnozs/i+cw4hEMlVdwmO5XGI6856eMJ5gGHZ775XS7B/PGAwGNNbSti1ZljEYjQghMB7//9S9yY9lWX7f9znDHd/8XsyZWVlZWWMPBE3StAENtESCgCzKFheCAQNe2PoDBGjhtRfmwisJMCx7K8kw6IUXBAGRJmg3u2mLMtnNJnuo7urqrMzKKeaIN935nnO8OPe9iKymukix2N26QCIq4r2KuO/ec89v+g4pUrQ0VUkgQu7du7eNF6PxEOcsL1++REnH/bsHxIFgvcrJsgU7sxFxJL26C5Ll5TVBoAnDzpG1uZGb3CpgdZrjP+z4iUiMrbWssors2QuuF0uWqzVNXWEbQ1mXlFVFEsZcLNZcLFYcFiVhrCmLAlfXVNkKpS1v3t/n9dfucLC7Q7+X+qqwrJgv11zNM4y0RKlXYgjigEE/otcLeG13wlv377Ozt0uaDLwEjzEY01K1JW3rYR3WWtQWwu3/bfSIQdNLU5ybgPAKClpKqn3va36/yFlna66XC+qmxVqHxRCGijSOfavfOYyTDLTGhpa2aRDCoYsWpRxx5BPApm2I4oBeGmPsgCBNmFQVkbHMBgOSOORwd5+7h3fY29lhbzrjjTffpj+aUuQ551ennF8vMULR7w25szNktap5/3unYGuKqsKtQScBUkeoQGOFRGqNUAGPPzrm+UdPqFfXoAJAgQywQcthP6WpG5ZZ5jcpY7DKd0e3Y40uqGxkboxpt0L1m+qzaGuMs/SjhF6aUpQlxlasiiVWWLI6J8tXaAH94YCq+NFv0GzXQSejIxytbakqLx80HPS5e2efoi64ur5iuVrS1rWXplGK3d0dRrMZUjmePnvsbSsbz0IOw5jp7g6hMPQHMW0Dbz54jTBJEVKSLgTLdYZpBdYpnNCeIBpHaKBuW3RrCALNy5PnvPv2e+R5Qdu2Nx2v7Wh6g/V1XVLcZaRCYOvKC9jfstC0ziHdDfvbdCNk4zqpo9v46m5TiuP4FUyz6FLSTbcG6EZe3XhTbJSOb13rTxAUP7t7KBAY1gtYZYr5uiarSuJen9lozPnZKUkUEwWC/emM6e6MII68deytjvFmTX9S3eGT1+KzPv+/zBFFEbZbE7cNPeAGWnH7kFLS6/W499oBiBYRRMRRTFWU5HVJWRWe+FJlvPHwLZIk4e5rr/s9UUnKsmR+Pefs7ALKmJ9SBex4JroSr163VwiitxPzW+fiPJsNYEsqa9qGIp/z9e9cclElmPUJk8GQ0WgEUrKuDaWFF8+esV7nzC8uWK1XZNkarTUHh4cc7o94ObekcYCQ4eaEfCfyFjlws6Y3hMLRsA8MvOrF8TFHR0coLbeycZtKb4Or33w+LSUm8MwhqRRpmrK7u0tdNaxXC5RSTCYz7t29y/17rxFGEXlVIrQmSRKvu79YoJUiTpItJwB84Wesw0mL09pLTNraO4sKEPiplVJA7SibASVj4vopZVuw35shhSRMejx+8j4vnz1l2ktJ7tzh5GTj5vyjO7oSHCc9ZEV3HWHrfBNms24EHaxFeD7L5lrnRYZzliiK8NJ3HVxIyo6w7v/O8uI5ZbZDONghjhSL62s/CYgi1usFwhoGQcRsOmVnPEQ6y2K95ud+7nN865vfJIgDVvMzzPUlDohUc6N7rGDtJIGOOrtyL7Nm24p8NSfQmrKuvX6/tZ7vYWwnKSdQCOI05d79BxzducNsust0tEOoE/bv3Ec6zcnxJUf7fUSYIqOEFA/RqMoSIwWojVRiN50JA6w1mDL3sbppCXRI09Y44VCBuonbRmxJp5tp5Oa5mM/n7OzssFgs6Pf7WGe3MQJrWa3X6CDg4uKCo8NDqqJAIkjTHqCgNQSx4nqx4LC3j0KSJiFhZ/5hnOX+/ddobUtZNMx2pmBa6qKi3/cd7HW5piyyDrrUspmKOGc7bPm/Bxhj5xzLoqIsllxfX5EXfnPdborOS7S51pEtVyyurgnihpOLc85XC9rWsHs45rWjA+4c7DMYDHDWURVrKmM4Pb3i9PyKLC9ojCCIFWms6ScBO+MBd48OGE+mxHEPIXxV3LY1pmnIOhk5MDgnMF5sBTqCm8H50a/1C16pAKW1H3trTZL6rXAwHDMzLYeNB7q3G71mY5gMR75yaxviqPHVb7fQWteis5JIWbJMoahoWkXbakxgQHgclDUGiWNvZ0baSzk6OODenSMGwwmz6R7hZEQkNJd5wdPTS56fXNC2fnR0sTvk5UnF6WnJ4U6IcJYiL1gsBAe7I2wLgQrBtiih+IN//W94//1vgjMgPebYKUUgYWUKzoo5q6rAGEtjbGcH3T0YGwyu8Bubk976UkqJCrSHmjQNptsELI5Jr49GkbuCyrUktsC1Fa7x1y+br0D+eKh3QaB4+NohURSju8B32yEu6UU0bU1e7FOUJXVdUuQ5q9USaxtwBdPxDv3kbZQMvN6lNV61w8FysaSuLVEQEIYROIttWnpJwCidgpCcXy2p2hZlHL4doXFO4ZxfH9PpmKatUBoaY2hNQ9rrMR6Pub68JFTa58Gd8YG3t/WBxRmBsJ+wguYmIfa31LP+NxhyIX8Qa337+01gA/FK8uWc81KMgaY1DbYbr28xrv+O9+iHJqJdUCyrhm998JRvff+C44s1dWOINZRVTq8X0zQlw3BAFEg0DYqWIOjId5/oYn9m5/ZXfDjXYQQ/AZu4/XUDk9kk/ODdvA73x5xeZexPZ52JkgAUzmjquiRflTx78pznT48ZjCfsHhyQZQXLxYI4SVidfYxoD/nDuuT1RUI/kkzGPnm9jZG/vT4+mRhvDAP8YanahiwruJqvePTinJenNc4WhIEmGfSxzrGaz1k5qPOCF0+fgBMIW5NlBU3TMjoYc/fuHcIoYn9HbwsGJzpjDXdjiLI5p40CwhZrLwRIwd7eHlprzs7O2NnZuYEVdcnO7Wvuus+6XM65vLjcEuvyPNt2zNu2Zblcsl6vuT+bocOAdVEgu2s1HY23U4CqrlmtVvR6PYz1SaAz3nFUOYcyYNrWk7tUd161prRDckKkXTJJfRxOkpTd2Yy2rVllK1Z5jlYaa4WXEvuRH75wNs4i7Q0B2L90MxG74bSILWFzowCxacJs9rLNP9XdS2MMkbSU2Zoi85AVbEOV55RVzhtf/ALHL56ihWOYpr4JlmU8fOMOV4scrQMi530ZNAZnvGlVL43JsjUq8A0lq1u0UkhnqauGIFAM+n3yPPcdzw4eZ63bTs+cdezu7zMYTPjiF36ag/0DxuMx49EYrQNmOxOcEVTG8PjJY86vlzRW0DQ12uktcXsDBdtwfjbXbzN53MigRVGEVDdGH9ZalBbdhM8/m7dxyhts9XA49OosUeTjdJ4TdgpMVVVxdHjo996yIgy8EhVAXec0bYAOvByjlt4QS2tFWZak8ZDVKiNOQp/nlaUn1QmIwpA0daSpuUUGl50ef6egJATuU6LJT0RiDLBcZ6yXK9brjLZttjcgCCKkkEgtaYzh4uKKF89fEKZ9jk9PmVc1yTDhc2/e53B/j9l04jFY82tWixVZXfP06TEvTi+pDKgoYhDF7E1SdsY97u5NOdjd9dI6DvI8J8vWFHlGXRQslnOiKCbuBSilu1qtk3HpsGRN2/pRhJMobQmVQ+PfcHsDjaMePTz2yZiWtvUJchR6j/rWtCRxg5du8YcxLb2kZBlolFihtKSu1ZZsYZxFxwnOOoJIIqRkMplyeHjE3t4eQdwn7g1xoaYtShargqvFiqv5grJqyMuWs5fnXM2hyRzSpIzHCcY5sqJGaI/fkypAYDmb5zz5/veYn58ipPIYOinAtDjrWNQFe8ZDAYqqoqoqYuEhBpvrANu0CCUlQnpZKA9bMRjrky+s13jEOYa9lHVtqIWlqArqssbWLbQG04AIFY4fPZxCCkEQKHQ3odmQfqSUlGXB2flLpIIk6ROqAB3iCTnW0lqLBFxrSILIJ8ZK4qSjNQ2mqVksr8nzkjgMkUKQRClp0icINGkcopTEjBIsgqIsaVqPE7QIhPLj0z592k4jUmvVFSLQtjVIQV5kHOwfAF4i0bTenEQJCSrqpIxuJX638L9bcfsu6fUjuRuS3yc7gNv/UXRb0yYxLUsGg0HnDlVT1zWtaYijmDAMfaDrnAQ98GGTKP/baHqfnhB70ouHIK7yho+envLydEVRtF6v1zrKomTQT6irnLLOSdIh/X5MGLyqHvLJv/nnUcf4cZP0BD45EkphO5OaTdDsd2PO22NIz0AHISWDXo+XFyu/NyYhcRSBlfSigXcqrWvydUbTtqzXGXGSEoQROghxzrC8OMEISRA/4HuPjolFydtvvs5wOO10tR1S+VGyFA6QnQoQ3XoDJSxIgWkcKgx5+vQjvv/9xzREZHLA5cU5bZNz595rxGGEVpqybVleXrG8vEJYS5ykFHnlzZXShNFwRBhFWCcYJV4Dnq4zuV1zmyKPGynD28RWi0/a+x2GM0kSAPIs86oVcYzsko75fE6SJIRhiJSq02eGy/NzVqsMa0p/D5xkvVpxfXVFlmX+fR3prOmKmzgMsMb6PRNHr98jCEPWV9fefjgIsDiMBaM20C+f5FRWk5kBpVFIKgZhRhpJ+mmEdYbJeMLxi2dcXV6SVxVKeLks92Mo7Fw3zbrdPNv83Cvv3EBK4FXolzHtNhn2RbrvwAohu+TPTzWFg7auaOqaxra+UNrf56OPHlFlBavFHGtaQqWoy5JGeNJZU2XgDKPRiKosWK5z2sbHz1Rr6jr3+6lzKOWv/4YQJpwj7KTP2qbBNc0r0+nNJ5VScnB4xGzngP6gT38wYDbbYTIZY62jqRvW65w4SXh6csHFPKNuzU1jQ9yQsTf7qcWrEG2MqYIg3MJH/frrzllKWsCZGqWCV8jdmyLRWdgZprYAACAASURBVLs9Z9vF77ZpKItiW0QLIQgDn4Bvkl4hPLQoSlIa0xJFAUkYY5raK1cFAa21NK0hy1a8MXlA05aURUWgJVjbmY34+3wz7Xpl7th9+fcAYwywXq+7pLjdbjCbroGTftGWdc3J6TlITdzrcz2/Ju4NuXdnyufefIPZdEIURpxdXPHs2QnLxZpVUfDR4+ecLVfIMGEwEfQTzWt7Q/Z3phzuzhgMhgBk64yrqysuLi9ZLhbkqzWr9ZKd2YydvQlJEqOVl3fzVqSdpFZlvGSQFQTOYzN1J3p9u1MmNxhTpZE6QGqNMgbVvUc6R9R1jB10Caell6REYYRSkigPqcoK23q9v6pq0F3y3RtEpL0eOzsHTHf26A1GfgyoPQJyVTVcLTOvV9i2VGXJOis5W7QM0hnWNMzXMBgnoDSt9QmWDqTv7hrJn3z7+1ydHuPqGiHVlrkjbEtrvMW0VpqmNayyjLIsPYZwszZvPWjew0mAczcC+FK8klyYtiWrK8aDAYlT3vQlL7Fli2sswlpEqHGfYvH4V3U4HEVZUJReIWIbHK2jKivOL07QkWIymuKc6bzojXf9CgKKxlDVBRrffXFSIjZEOWE5vTymaepOI1WwOz4gTQde41IYnLNMhj2cEKy0pbUOJTt4S6DI6wJTBzS1pepE5LX0erTrtRf3r4whiLzguyn9uorjmCROsKbsujA392SzSW6f023310v33LzlB5PDTULhs9ub19br9StEDmOMd9/qLLTb1pBlOVEUEgZhZzTh/DW4tcd1cMlPPwS+W9h9O89arlaG9bqmbTfqHh53KaXy3XoMw37EsJ9uXf9exVf/8CThz3r9k4n1j/JwXefSwFbBxLnbZitu+/3t7q3UHvuvtcQiCYOAXtojiQRKKMqqRinJfH7lnemurzk9fslktksQRZi2pMgLomaNaEqePntJPw05uB9RqwmNBWtb1osVzrWeXGWNn1ABQmn/PAhNmnrWfSRjrteSj4+XLPOWyaFC2JLVfIF6XWLbxheM1nn996ZlZ28XKSRagtKCMAoI44A8y5jtHZLotnOfA1zHL5GvFvitu3Hsu31Nbyt5TCYTX/R3Ll9NXdMbDLBdp+4GfqPopX2iMOLly2OvhQ80rUEJj5ds6hrTqbiEQKgDSl1sf78RHgogpWA2nVIZT5TSSiECQd0R+JTyHX5jJJURZCYltyFS5PTDnEHsk7nJaIS1liROefn8JYvlEoTECTyp68eUGDtPP/NNs00CZG9Iu5vjNgRnQ7wTt+7VTXHtE8Sm65xKoCwrj1fVCmEts+kOZ+dn1FXFs48/RmnvpeCur1BKsrs7Q5WOdZVz9+iA45fPyXNH7RxIRRIqymKFh5JZpOhcPq3fx4Xwa6etG+IwIghDD2NzPnU1xj+PmyaSxbFcrUmTFXGYdAiBgKpqqKuCNM05mWfM1wVNK27FplcVihAglfIT2tav3U3XF25I3FpKnLUEWmHqCqUD7J+x2W4mHFVVeUnGTROvI8B52baog3DgJWOdn5BIJbxEXFMRRCFpFNFIQRQH6EDSthVNW5MkMf1eyuXlmlZCoMOuSGyoa8Nq7Q3JvIKJ3U46N+e30bX+tx0/MYmxJwnVXUUuEQLCwLuYiG6jzvKCvCgpqoqk1wcH77x5j3cfHrF/sEvaS6mbhtOzOd9/fMrV2ZysLHj64oRVXRIPpiTDlGEv4t7uhN2dGeOdISqKyLKMs7NLnj17xsvTU64WS/JszXq14o0797CuZTId0ev1icIY6V0c2Fj6NsZAZzWqlURLjZBe4kR1mGWE6wgiqht5d8YPHXZNCG8njfSOOxZwwmOaJmGEDiWDzHdhTafysM5yv0kGEf1xwnS6QzrcJY77HhuMRAOtMSyyjLPrBQJBFAaUeUmsFCau+al3Dzk7W9JiCGOPJVZhgJQBCM+ELhvH7//e73F+etIZsTj/GaxFS4dxLWmvRxzEtG3LusipqgrnfOW4Id8Zc6PtiXO01hDqLrlPUx+gcVjnux9l27K2HlutqppmWSCM865RdM5s7kfvQgY3OMFPdv9sN748PDoEHFWTc375kvV66d8vpXdekp4lGwVhl01KhNQgAoyoaVyDES1Y//A7bTGipVWW2nnr1lQnVHlBVRfEccR0mDBIewRRyMX6itYFLC5zLhdeq9ISoIRPaLQOSGaa+fV8O+LSOiBJfPesLARZlpEkr5pZbMxCfMfYJ8NaBQTab3LO4df5p6hLb5Ktsiwpy5Jer0ccx510kNxai2ZZxvx6wf7+Pr009HAP21LWlXezkqoLmJ0U1vZcPxm4fSDwVs8CaQVl0/D4eMXaxmSVLzajxGs/C+WDfy9NGU16jGNN3NWDmyBzWzbr9uf6ST/cBlsu5VaCqaoq0jS9USARNyQ8Kb2pQaA0RjlGsfZB30nveCkkwkrCKCaOUrSIuF6ekaQFJy+fcXF5wc7ePtPpGHCEAj7+4I8pjeLuwy8Q7r7HlTiiLC1lUfHoUU7dVkgqmnxOs54jHITDCUZEEPZ4eH+f4XhA3Aj23v1P+Hx0hy//7r/i8Qff5K3X77NcrrDGcnV5TlXW0ECqQmYH+/R6KefnF+zs7mGpkcpRtzV5mXF4OIXy2nM/pMQJ68nCm72aTtaOm2d/sx7qpuXi8mJbYFSVJ28L4PLykuVyyf7BgSftdSRZIbwtcVEUXFzNuVoV9AZTyuwK5WriOKXf7xH2fBHs8HHFj4kTgiAg74hwQngSrxQgAs3h0RGmacjzgqwowBnCQJK3htpFXK8khj6KayZpRqxbbLc/TKcztA5pG8MqzxGBphcnOGP9lvtjWOcChzMNSgZIeZP8Gue1i5umeUWO8pMEYZyPZ1IIL1jhOlWczgJdSIl0vgAb9vv0g5BssaYpCsbjMcv5nPV6Td3UCKmZTEbszEYMeiFf/I9/li995UukCbx49tifp7CY1rCuapJkyLq4pGnaruCI/WZiPMSjLEvyPGcymTAZDjo4TY5oDc6226LoO9/5Bs+Pz/jiF3+OMm958vg5yJh0tEt/vMNsEnB+/ILTyxXr3CfmSrCFl8RxTFVVfp/tJjRaKZzWW6MUpV6NqZvkNk1TnPGKHkEU0BrPh3J4nogTsC5yz4UJo203eTMZWa2WwM0k0DSWuq5wtBhXYxpHL419cVLlJGlMFAc41yKdQUt45803vL+DaZBCEoUBcZQQhYb89JI8L7bX2LsPdnlW15gRnzKt+4lIjJ1zVE3rE0Lnu0lKKqIgJO66Q0VRsVwsEFJQFDlpv+DeW+/xuXfuc3SwQ9hLcVJQFg1ZXrPMa47na4pVTpY3FFVFOpIkYcColzIc9IliTaQ0ygkePX3Kxx+/ZDGfc7mYc7lYsFosWM+XuBasNQSBTyhwlqC7qZsqtK1rRBCgakcjJUqqDcMCa/3Cq6vOs15ZpDRezsdZnN14+FjaDeFIuM4CUiBah3WCXm/KoOcxzcYYqixnsZwThgH94ZS4lxKnA4Ig8jAHZGdb6Wgbw3xxzXy1QghJFIZI5cdvbz+4yxfePeRsp09VGerWosOIwWRIkqb+3BvHo5dzHr//ffLV2o8iHNA0OFOCFKhB4DcnGRCKANfaWwWPukmMre2wrsYTDwSkgeLSOWbDPnlRIDodycZZ4jBkmWWs5hmqanCN1+GUSiK0wkQKWbsfk8HHjRavda+egXEtQiqsNTx+8oiqXfuxkQx8hd5h3Jz28INe2gdhKZua1hiqpoLWdFMfB9ZwdX3MfH6CDhQE2m9qxhEEIYWraeuWg+EuP/veTyOAO+N9iqIgnSmkgGXmf7d3h1Kk8Ygyv6KtG9CawWCI1oqiKFitl4RS8Tu/8zv8g3/wqzfr3TqwFuvwVqjSQ0rcprMnboKV3Xp1dx1l/GcRwreVN9dsOp36d3V/oygK1us1xhj29vaYTqeMx2OPicNRViXL5ZLj42MePHhAkmg/iXHGd76NT2SEkrcSF9FBODrnPifRTvB4teZf/Mv/izIdUxnrTX90QNtCKB1BmhJKi3SO0Sih1wuR8jPs9v6YEBVSKcI4RnfqL2Hop2FPnjzhrbfeesUND25hyfGr/o27R1ThPnNbk8/nWAdGSMrFCqESer0hjalJeylnZyes1mvW11foQHJ9fcn5+Uv29o/4hb/3X/O5L/wsjQu4us7x9WLAg4fvcHp9xuHeDlfn5zx99CFNXbEzvce6KHjrvXcZpmOa1o+yRRAwu/8uP/c3LV/7ym/wp995n8P9I5K4z0ePH9GPIo529+hHKU1luJ5f+qljXyLDEOla0n6P3cM75KslaeixnxKBUGF3LXy3yTjPL9msrU3nt2kaPvzeh/zzf/G/Yozh4cM3+NM/+RNGoyFSKegaKfOrOZPJmP/o536ez33xCxwcHSGV5Ktf/wZf/sofMBjvsLq+RumUIB4y3dlhZzojCCRl6XkqYeg5CYH02MyNksfm3tZNAwKSNKXKcvoDRRD5ieNyVfLB00uI9qiakpF4ymgWEgUxxbplvVxx52jI6w8eIq3iOx+8T2kar0Yg8LHa99B/9AsX0SXFaosH1kHgHUS7d/xZSfFmHTeNQYgOd43ACtBbeAy4pkWFAUIFVHWGVCOSNOZsceWVshYLdBDgkJycntG2hr3dXXqDCV/70z/h81/4KX7zN3+TpGugmbr2WGwDQS9hb7bL2ckJ1kiEq0jThEBHSGHo9XporQnD0Fsej717b57nXvu7wymbOiAvMo5PLzh5eYYxDWFvTH9U8sZ7u3z89Q+gPuMql5igj5QeRpMkydZpdaMesYGtbsw4wiCmrHIQljjqvVJoCCE6/XxBXhbEscO0lij02OKyqgijCCe9YVMtGnamU5QQFHnOerVg2LndnZ6eMp1OWa1XOGsIQk1VNFjr6PcSjDHkTU29bilrTRoH9Ht9RoMh2bqgKOboQLG3t4/Wimy1YrFYgw4wVhBGMbW5ROI10suODxaoT097fyIS4w0u09LiuoCmtfZyXWHAer1m2QmXawG1lERJj3v37nK0v7MNmFXjqBqLCgN6ox7BZcy8bgiGAwYM2N3bZTYdM+glBErSNC1Z0bAszvnuhx9xeXnlE868IL+44vj5c6qq4tHjJyyXb6I1vPngPoH0eq+iI1NssDhVVSFliDQttI2HH9xiB0Nn2qB8B8Z2iYLtRoRSKKyS29b/bXa782UtceADmXYOLQN07CuluD9Bywingi7o31xd5xzrcs3xyTXLvAAHZeMtIEMpmIz6qDBkOoq5WhsiC2Eck/Z8hWcaSxvE/NFX/5RqcYFrms6S02CpEc7bD6moj61ayEqqdcY6W1MUBcb4kdHmAWsaPxbadI8jHaBc62VfAsu4n1JXBYtVRKQDKgHz9Qoy56tZBWBAa1SYYKrmx9ahc86gI4fupKI21rUbTGZR5OT5mjt3jlitlmR55vU3u5GYaR2mgffee5tABazWa65XV8yzS6yxiA7XtenciY7YIwKN3gQmJWgbQyJjprMJu9MpRVUQBmor1xZruLeTEhyOsc6xyFY00nF18ZK2gaA/9n8P5QGIWALlE95f+ZVf4cmTj3nnnYg4jtmQGDZBx3SmIwI/atb6pgi6urpiOp1uCUsbQsSr19D9wH/HcUySJK8kHnm+MY3x+M3d3V329va2ry8WC84vLred5zt37pCEMXVVIwS0tt02uLxua0NTwu/+fx9znIdom6Gllx6KIu/4VNQ1IwEtjjg1hEFLJB2hEJjuM3bt8T/HWrkhIr7y8x9TZiyET4bFLfhEFEW89957fPnLX/Y6wNv3vkqmlFIQJnB8+jGD6SFlbahWC0zTUNqMyFl6vYS6TVllVTddMkCDso5AQ9ob84t//x8y3XvIqhDUjVdsSfoRSgQEOkYruFpcY5uKURrRRppeb8iDN97iyYvnjN8ec7g3o26sR7bFfb74szMePniDf/bf/yNOn37Mgwdvcf/oiOXlJecnJ1TDIWXdUDclQai4PL8iiGMevv2Q+2++w2A8RTenhFoiCG+jwHBsCmAPNWmahn6/z2/91m/x5PHHXF/NKcqCnZ0d8jzn6fceg7BE8Q6vv/EQQc3ZyTNCpSjyhm9953v80R9/Db9lS6KkT5qkCJERzUZcXV0zm94lHR8wO7pHpGE8CkjT5JV76THK3tBi03VsmgbVcRPGoxG2KbnISz7OZnxkP4c4Oqd39ttMU0tb5iSEJFqTTiZMJhNv9x1FhDLio8cfbf+O7RJNxasKND/Kw3U48605RBeDW3dLlgtPLt3E0o10Zpqm2/13k9hvJj+be13m3uTCiQCdjElTwX7d8O1vv4/BYGrfGKqqiroqaOuCsljzS7/0t/nKV36fk+NzPvju+x1J0ENmJIL60seCDa9CSUme5Qjhc4Osw6E75wi0xnGzFwohePr0KfP5nDTuY5uc+ekTdmZ7HO7v0+sPuV6c8eyDf0NRrkmCFqFH3vkNhdbBTfIbhq9MhTaKUcAWlhOEmrL0SfCGOHrT8PDXq2kavNBDNxFuW5ZVRb/f9931jiwqOqvpyWTCYrEgSRIODg7I85zBsEddlR7LPhuzt7fPi2dPCaMYgSQKQkIt0XhYxmKx4OXzZ7z11muEYcj11RVRHBEnPVLX4+tf/TazyYwnT8/Yul+KzpF2gy3/lP36JyIx9szYgLJ1BHFMEseEoUY4R9s6LpZr6qLwDkYYojgi7afs70yJejFSe6motipZ5RVWwHQ8objrSEYjXGtQStKfpDx8bcL+7gQVxwghyPIlJxdLzk7PaduW6+trri/OWS/mxKHiwf2HPH76jKvzE77+pwbp4I3XX2c8GaFCR43HBLe3Ki5jwBqBM9DQekxToLDthtEsCbUmVIEfP9D9XBpUKzqsrn9QfFLkoSXGWmpbo0WIEAoRdBtZmqLCEMuNHBB4wgjCUrc187Mznp9fsliuiIMQrTWznQmTXkw8mDAYT7wFaH2JCiOvmWwhrxqi0AuZ/8av/2+sV1fgyi6ZtyBbj/FUAlTNWAecXV3S1g1GwHg4YXenIow9ux0hqF2DkDcdDoG3AE+TGOsCJiNLVVfM1zGDNKJVflyvYk1bWQglQkY4p2nriqBtEaMRNfMf+dq1GE4XzxAC6tIghEQrxWq9Yp0t/bgsSmg6a2foNm4RYkzJa/ceUrkrTs5eMh0ekMZjwjBlNBrx/NnHNE2LkgFKO8IoJgpSBr0h+zu7JFHIaDQi0N7Rqa7rLjj6TnIvjKiqqrvOLUJInPXkz53pGBlJ+sMzsnXJbJpyfTHncnFO3tQgNE3eoNoez18+5t6d17abs1+0PhEJlKKp226U5p+zDf42yzLquvZEiyimqupuU5JbZQpPjPnkVb3pLm9eE0LQ7/e3m9omeFxeXlJ1G3Ecx7x+/7VtUDTGcHFxzuXlJVJK7t17jUSFtMJ6u/Ws5v/+g0d87atPSfoBq2VGGEsi6KSfWiZ7Y6pVQW8nRkYDWisoG0NtAqT0iVEDJFH05x4rO+dhSH9uPPRf0SEAJRxKa7S+bf8s+Ot//a/xu7/7u/ziL/4icRy/0j3eFH2GhkEqmK/WiN4AmprV8hIje/R3Jqyv5sS9ES+fPqafJhhbcXl1yTKrUSLgP/iFv8+j55eo+C5kF949bzCiqizrMgcKbNuSBDF6lhAFAW1VkkYBV+s5X3zvHRAB82VBFAekvYgwCKGVxFLxj3/tn/Iv/8mvMT+74OTlMbHQDHo9luaKOJnQNILxrMfx2Rn7O/sEu3cwUczl2ROun32Hn/n5LxKI3qsKEkIRKJ+EXl9f8z/+s/8J8GstROCakmy54Opqzt7hEfvv3mE4XzIYTRmOhzjTolXA578wI5pNuHj2lA8/eB8poKlqTJ1RZNeUZYUVgv2DPYRsmIwnhEnEbGfK0e4IJW9Ct3WbCZDukkJJEEiyl2foxlFqyaMLy/Nsn1x/jjhouN98m/nyO/T2I3ZGU1/cYrm6mlOUDbt7e7zx5ls8fvyY/dmEuqmJk8QT1Lok9Md7OIyxnugrJVIonHVoCaFWlGVBoENUB4JV3VQPAa0rscbRGk0YhIjOhW5LTMNSU/ELf+tvcPziGU+evuDe4V0+//ZD/vNf/VW+9OWv8K1vfhtv2GQZD8doHfKlL/0+X//6H/Pe5972pGuttpypQGus8aSwk5PjbXKadeoTcRwjtWBd5Nvu7AaC0O/3CYKA9SrbEpsNhjgcAAFZY1g1NbExBMD86gXz1Rn56pq9N38emfY6boiPv1JA03qYotYaa2qUgtGw58l7TUPam5LnOVY2r0g5bpohG233KIpoGy/thvPw1/E0oSxLnG1wbU0Sj7ZFpLWWfr9PVVecnJ0yG08IpGDUn2Jsy2K+IA5TDg+OcKYh7IW4tvWmOUJQ1g06iRhNxizWFbNpRK8XU1Utpy9OuF6V9HoBy+UKHQqEMbhOVUZYh8abCH3arO8vnRgLDyT8KvDCOfcrQogHwK8DM+BrwH/lnKt/6O+Qkmg0ZZr2OlFu781t2ppyXbA2jjgKkcJhrSDpDZju7pP0BjgraK2jNi15XpEVNY2zJL2AvZ0BaT8BJ5DaMhsnPLy7w3TQQ3T2t4t1weOnz1kulwjh5UE2EiVpkjAejvj5/3CXfHlF3dTk+YosX5L2Y0IJVoot9gagdZ7Zv62qulgZRJGX56IjusiGRnpSlRE3Va4WXce4K8U3rN+gq/B8c9aPoqVUBGEEKsR0Mkrb0OwsCEtrvULE6fWC6+sFq+WKeDpDaYVQmp1OYH+V11zP1xinCESAExojNVpqSqf46MMPKa9fYtuyI8G0fiwtfGKL0Ig05jSbk7VQrJfEWvPgtfteWL0bwTljiZUH9rdsLKC7SjQvO7auIglDBkmPYX9AP+2xyHKcdIgmRATaQxQqA02LCBIEf3FL6M9i7bZty+XlRUdCMyCsT+rcTeJvnfWuU85/zjAMGQ5HpP2ArJwjrCcNPH/5jGF/zHQ6Y9Cb8PBBwvc+/C5Ke5F0iWbYH3G4f8BkMCSNY/IsQ0cCoZRXQrEO6SAKg61s3IcffuhHdAHMdqaMBgOKqkSnkoqA0/MXBLVg0VzSnyTcn+wwncx48OA1/p/f+2MePX5EVdSkaeo3cOn/jug+v8fQW2TXQRBCdOx6sU2MrZGcn1+SpAH9Xgrc2PreHsduu6qb73mVxLf5utmg0zSl3+9vE7eqqlgsFjRNQxRFRFHEgwcPfFBsLZfZnItFxsfHC7776IpvPCl4dLJGixu5OY9PU0RJiLGGUIVoHeCKnEGyT5LEnpTVYXQ/6X73SWWKTYD7rI7PYt1uznNTqH9SPSRNE375l3+Zr371q/z0T/80g278eZvt75AM04iPnx2zWBcgBCpKiXSLcC1pP+LZ959yvbjg7uuvMZgMUFpwvVzxi7/636B6+ySloWkrQh1318yQRJJB30N6lquM9bJgubhmfX2BdI6kN2Q2m9G2LftHuzjTEAQBTVtgm6zDNydIccjf+nv/BX/w2/87/RjefPtd4jjlyaMPubg6Jkx6PHt5zP6dQ549/oh0NGRnmLA3HXF/9jOEKuA773+X119/Ha015+fnlGXJ9fU1v/Ebv0Ecx2RZhu0SjOv5nLZpCeOE3qDHvXv3KFZr3nn3XUbTXRZXV6yzFcK1VPkltl5g65y9vT0O79zj8UePuDg9wbhm29EsypLJZECv32c6PSDtj5E6ROsbxRDhbqTINl1jIf2z/q3HS566z5Ndzimvv8fbd05467UddDBicfQ6WZbT1qYr1uHgYJ/GwGxnn//07/xn/Kv/49d59OgR0+kUh2/O3F7TN/CoH93a9aoSCud8QSLdTddTdntOEARbYt7tZA6g7pRz9C1y/IYo7zuf/vc9f3HC/OKCu/sHvH5nj7pY8fzkGVmR42gp6wItFKenpzhnaeqK2WTC+9/6gMVihW1Bq8h3KgGnHcb6qalSaivJBt58pKpKHI4wDLcNDSEE6/Watmmp62Z7vnGc8M7b76JkwPMXL/now/c5jiLiMKTFcH5xRjrexwqBEr5bbYz//FEU0bSGNA69WhG+WWGtxzhv8MWbe7x1o71Fyt2cR9M02867pQVnWcwrBoOBj/tKsV6vt9Juy6Xn2Ozs7iAFZIs5aZLgrEEpwXA4oMrWDNKQusiRymKalrjXY5AkBIEgDBTvvPkGdX6NwRupLcoMheC1gwOurudUZU1e1NiO3+Q6uVhrLcIYpA5/6Dr9LDrG/wj4DjDsvv8fgH/inPt1IcT/AvxD4H/+oScRBLzx5ttESbxl6jZ1TZ5luDhnT0pCJ2gbbxs4G4+Z7R0ilNe9pRTURrAuS5rG3+QgCuiTEKWORCuCwLE3HTAbDwhCjRN+lNg0cHp+5vFYzjIeDhmkMVI4JpMp/f6ANI5p8gFxmJIkIWniXxcATqADQdAG5KbyD0jryVLWOIQELbzUnFYO56QXy5aCWihP6lDKQxaswUrlyWQdPpmOLaq0BitxxvPMpBJIrTycY2u+cJNOOLwknGlbsjwjyxuysiSvCoRt0QSIIGK2s0djoChK8rLCOAkqwApJYy2qNeTLNV/60pdwTeE1bT0tsBv/CQ+rkJogjbiuS5YKciGZmpaiqVmvcqIk8ZbDshOncQJpfOJju4cSFJIWLSVBGJAkMaNen1lvwOXiiqoqPdGrMVgcogWF9mQ18xdPjD+LtQteYqbf75MmCYHSWGtYZ2vm84WXkelUGIz1tuJWWMp6zdDN+Bs/+ze5vshY7q45Pb/AOkGgQ7TQyBDeevjQdxLWOaP+kOlgQi/tE2qPqdPaE0gsBpRjvV6Tna2RwOHBIW+88Taj8S7f/Paf8PL4GceXL4iiiKqu0ZFAxQ4dBTRNTqAse5MBs8kIZwWm1Nha8cE3n/DW6+8RRgGjyYAoCFnOlxtFb5rGQxTapvGJslQYbbebrdYaIyRF0RCEdCN1v/V8El6wPZt/IwAAIABJREFUZZhvjD7YJMX+dWM2m3TnVCXx6hHObImu/X4Pazy8IYpCGmPIF0vCKPbGHMua4/OSr3/3nIu1QwlvqhCnMVEUkiQJvX5Cf9BjMhhStTW4lv3dCeNhSqi9je4mKf6kCcafBQ1xHVF189Im4Xfu1cLgz3l8Jut2M4reJAxbzd4u8A0GCV/8wud4+uQph4dHzHZmXo1g083SAXEAo8mQ4XSGDiPKsuL65Dl3Do74o6/+oZ8uSctpZwXeGsPB0etU9JjoiHW7pHYVvXhAFGkCDVESkoSKrGi90lCUUFYlQTJCWEvd+kJcD0YYZz3T3TT0ogit426gYQiDkAfv/AzPXj7l7NG3/X1sJNbVZPWaVilirRhoxRu/9He5/+Ae04EkaJcEQUhdt1wv5rybphy/fMk3vvENLi4uUUpx9+5dVqsVkQr46PFjhuM+w8mYOBngpOb05JS2NayKFb1yxIfvfwtn4cHrDzi6c8jxyUuEbbBKUrWOF89ecHk1xwpJ2h+glMfMr6uyK/BCkjRCSotpK2TgTTw8XyDAWEcoa5SMmReO51dXfH9xxCJ4C51d8fm9FWKaMugJAlkQKsVkMEYaQRu0GNP6LrSAsm5YLJb8n7/9O0RxwNOPnyACTRAnt7qHnh/w71DvfQZr1xO2hVDILtZtyJAbaUnbKdZs9pXbzonOia3jn08CN4m2pa69I6tzjuvrJWVRIqUgTWMSLRn0Bgx6Q/YO7hDGAden5yzn1zgc/X6PxWJBGAak8cBbeEuJQ2BsS9s2XbPE0NQ1cmOM4awnMzqHVJKiKLYJ6QYi45/XG7Wutm158vFjtA7IVpmHMLmG+bzoOtU1iTK47JiqyVHxiCgZImWMRtB0989ag5YbzoclCDR1WaMlxIGiNQ67ISN200LjWnCep9SaBmsqvy6URGDpJz0klrYpiHtjBILWGrSAXq9HWZasV2uGoz5xmqC08iZfddupdTjaMmbUT1nmBc60iCQB21CWDWGQ4pTjapGzf+cOZxfXrLMCJaAq5ti2YpXl7Oztcna1RHekYdFdQ8QPymx+8vhLJcZCiLvA3wV+DfjHwq/Cvw38l91b/jnw3/EpCz0KI47u3kEFwVZHsGkaiixn2BrGsx2UhbJcY9qWQdoj6Q8o64b5ak2YSxorydsKhUYKRRRKQh1grSONAuJQMRn6cRzCi7Ub64NSVddeSqeuGO7t0e/PvCh82vNSTdKxN3kDHae0TmCkYNUqlJUIYZgMYzANrW29cHfHenXGEodxRzIytI3HZVo2VanCiZYoiDqYosR0QWqD4ST0lY2/kTeBVcgbUfIfqNo7QqCxXjJl0YHSvR+5wbQNcRwRxSkqiLC0VHWFcQ6pvMtdYwxtUXh4ynLF1/7wX2/lnJDuFuvfs7alkhjpaKyhkpCGnhRXNA2L9ZrBZEgcBL5Dbu12POm4ZSYgNcJ5lqlWmjCMiKOIQAqiMKSSLUJ351AbsD6Jb+v6U73P/6rW7kYCxlpLVTQ0eHOOtjadi9yN1a3YPJxAqDVv3n+b/ekRol1gjSbr1TRti5QK4RSBikgnKTqQjHo1cRiShCFCWpbZnNPzAqRl2J8wHg8pyozVesl8fo0WgjgOeXb8McZCb9hjZKZczy8pqorJbMR0Z8iL46ckKsJUigevvcXdg/tcXmT8v7//dXDf4+z0gqsrPxouipKmqQm0Rkm1Te5um0L4LkKLc+WW7e2cQ0cR61VBFHeEJfGDWNtNJ8VvXt3a2q5p/8V3hn1K7h28bvQ4/TXe4Pi9zqncBL/QY+9rG/DkuOAb3zvj5HxJS0BTlezdO2C1zrDWQ7V6fa8VXdWW2kEcKuJeQBB4O1YlfLDbrt0fvtb8GnFsMeg3WN1P+F5/yvFZrdvNJb3tgrjZT7Ydbge7OztUZcV8cQXCsX9wgBBdou8c69WKXhJjVJ8gHaPCgstnH7G4vqSqCpbLK3QYUDUFxkIymDI+eo+sbNFiTb7OSdMRpmlYLedUhWK2M6MX9FAyIIhjQjTpYEhVt1hjiXp9EIqybsizxieYWhIFAxwh66ygqhra1qGDAW/91F/DVg1FtgBZMplNObm8ZjDQpP0EZQU7e3tEwx2cWyJtDSLGCYjimD/8oz/k0Yff5+z0DCEEw+GQKIo4OTkhDQPCOETqkHQ0YbKzj9Kht7bvkiJnHYNenyBOUFFIlhco6Q2g9o+OGE9WPP7oKf3BGGNqAiVI+yMWiwVBKLHOkiQhQmmMaTs8bdypJ3RqAlXNIss5ncPJesTc3KEVms8dBiRWk1pJvg5obENVFTiriCNfALaNN5uSwhftRVVxeTmnzjPeenBIY1rGkxFCqm3XMgxDn5D+BTLjz3Lt+qR8M+nYaJuzTRxvK8Xc7hr781Cdks6N1XgQCDb20Jv3lVVNW5fUVUZVFQySCfu7+5xfXDFfrkh6CbZsvHughLQXk68ygkD7Nn7nvQCgpPaGYLbpTJBklxh7+TPwXWNnbhka3erIbuN+d72rqt6St9MkIQoDsiyjaRuEM53tuKNcXhDEJcqWtLYk7u3QGh+FpABnTUci9UWEJ1c6D4MwFc402KbyGF0lOyK9xTlNYwKk0D6XEgKUQivt70OriKWkbSrCKAHhNaKruiIIg24PMZ1mvtfCVwLiKPLEZufdGouiJI0jqrqivfbyeePRmCwraa1gsVhQlTlJFPj9aJ1RVQaE55AZ56VTNxKKm43606BAf9mO8T8F/ltg0H0/g/+fuTf70fS67/w+55xnf/e3tq6qrl7ZZNNNiqIkStY29ozGgMcxxjGSiwAJ4qtMkou5SQYwnAS5Sv6A3DmTOEAyQBDNEsCDie0Zw2Nt1mJLokSKFMlmN9nspaq6tnd79ueck4vzvG81JdlabfkBGqyqd+GznOW3fBcm1tpl+e4BsPvDvsTzPeJ+D8m5zl7TNI7oYyV5OcDWFZOpxDSaIIjRQjFNU8q6QFoNKkAoQRJFeK3igrQCoy1hIJ0OXlu9W7ZMjXUVDIfvlaRlibXO6afb7eEHAWVZk3RjOsMdagG60lS1RpcNpqmxTU2lfbaHMVo6lrfWLij1fZ8gTCirirJYOHM23WBM4zYlYZxCBZqmbt14fKc5vJzky0DBGIPESXw9ybyVQj0JK4b2c9bYFWFpMp1zcjahLgpso2mMs4YMgsA5pilFbQ1GSDzlu8ncaNAOznI2nXNw745THMCJxy8DF2ldwO77HiXWYb0aQ+D7yEAxyeecLKasV2v47Sb8vRi1VYAvJUo4Ie/A853bm+fhS4WnAgg0mAbRGKid+oFVAlsU2ODHLl38TMbucrzmeU7WZI5sKd1CqXxFHMdEQbJ6r6cUgecT+Iog9Lm/f5+zswXzuWPjep7nnjkOz9hUhrKo8DzIywVlAwinynB2fEan16XXGzn8pfbp9jr4npPQa3TNPJ2SlwUCxXi8QRjEWNFw6eoOly5vk6ZzLmxtIojZGO1ydtLw7W+9xze/eZfFPEUpQRSFPHy4zy+kT1MVNb6sVy345fNbBsi+51NVTmIoDMMVWz/yAuaLjG7PwUyWY/X7iGg/hBjhtZrcRruuxfI4J4a1tp/WES6M0fhCQBJzdDTlJNO8evuE7945IatqJ02IIIkTylZQPwwDpHAwkco4GEw/UXQSSV3lnJ6mBJ6kP+i1Saltk9H3L7bfexWWc2m/J4kvPyZc82cybpfnt9yAn/y3qgoaARJ2Lm5z/8EDZrMpvh+wvrHWtqqhQDDseDxOK6q8QliJlAH3Hz6gqmvy3LVThdV0eyNG208R97ewumYyW4AxKNNAlTKbzjG6IqSk5+/i+WMabfG8gF6/T5Y5Iu94fR0/DFhkKYuyRNZz5lZTFUPizoC6lqRZgZYeMZb1rcvkz3yQN7/1ZaazCZvr6wxH61hryHQDYUzRNGTZgkBVKOkkv77xjW9weHjIq6++SpE5J7B+r0+e5+S5I7fFawOG5Rp+3MFKp2QwXl93qhBFAVayvrZBFCaUTUOepUxPj/AQDIZDenEfazzizhmbfkBZOndMYyGygn4QIq2hqXLKLGPYTxj1HOxkkaYEfsD07IS89jnIIu6fRBQmZn2zz5464+b6DOX7zOZdDBXNoqQqK+qaFtsaUCLa4NGNB6kkVteUec39h4bxxjqD8Zi6aoAU08I8lqTxn8fYXUKxWCbR9txsxb0sVskbLQzA2iXN9UmoE6sKLNBWi93c1MZQ5hn7D+/xZhxSXrrC+niNC+trvPH2bXyluHBhk6wXUxQZUjl8s8Ofn2JtK18mXWfJ8xRlZWia8/PR2qyWwychKsv1dIkbN8a0MUOrgNQ0dDoOOxxFrnuw7M4tE16LpcxLMBphKkydokxOLp32dyNFK2mmsYJWm9zDNDWyVGTZAqUkdVW4Sq4SNHWFxLSsS4XvxU7LWLjOqR/4NLlAioAo6FA1DSLuEkQJViiKDOKkC0JQ5AYfQRA4aJ0nJXEUgxRUjSFoDLUx+FGIUE6CMJTOZK2uNEoqjg72CaOAbndAXVuOihlFpVEtkdFpKJ8blfyoROefODAWQvw68Nha+w0hxC//BJ//R8A/AugPR1TGYKr6vNyNcAYS1rlaz/OUIs8ABcqSVhozXUBdgKnp9Ad0k4jYlziNU+WKisYQawNojHVSYcosK7eWqixRUhLHMbPJGXVdU9UNGkE37mJszdrODbLKonVF1Syo6pqmqsjzgtmi4e2Hc37pI1fp9Md0wsCRIZQkihOyouasbHg8qeiFHol0ItrGWDzl3MXqUreLjUVb4yAH7YSv29a0Ma5t7Cw9XXXZMS699z3qJ1stRVGwWCyYTOdMFjN0UaHrxklstd9f1TVx4rcyTBJtocgypNZI3bDIUx4dHmPrFKe93NCW+3CuQe7o9rssogBV+FDnBCi0bTg4O2KjO6CsKuKW9PfkeS6DIKU8PKUJVAhYoqoiDgKSMGLUG6BOTsDzEXGA1m4DxgisNKhCo3+I9/lf19j1Akd4dFXJJUvbAfylkAyHAzbHOwRBiFTgewolLKdnR3zjO1+hqi2LeUYn3lq1TEX7HY12GfV0OkOpGhWBDCTKc8F11PFIOgG9foJEsDYcceniDr7vkc7m3Lv3gN2Le3i+zxe++EXWRhuMR+v0ex0219e4sLbD9cu/wAef/zAH+zPeeOsef/KnX+Dtt99hMFpjZ7yG0bol9yl8L6QqG4TN8X0PK867FUEQYqzFD3zqumE+nxPHsatsWAclycqKptEOgvMDosFVtfgH3vRzdYrzv3Fus/uDP9RuOpZaa75z5zHvHZbcfucxi9x1d8LAJ/CGZHnmCKnjIUq6NqbyJZ1EMUgirm5JLq8l2Lrg3qN9wjDkA6NfwFrLdDrFUx5SipX+8nJPbk/zieNcbWaZoP+ox087btvvWI1dpxbi9GWW5wa2beMLirQkjD0QhqtXLvPwwQH37t2j13eMc09AfGEHgWGenvH47AAjQ5LxNkenZ5xOJwRRRD4rsMZjffsaO9dvkWU51tYIGTAcdlAqRRcZ+fEBeTan69VsrI+Q4QhT1nQ6IfQ6ZGkXrTWj8RClJE1ZUOY5xdkjpqePkV7IxoVLbO9ed5CsMMI2FUYoLl69yb07b/Duo/t4UZcrN5/lm3/xF5hswc0PvARhRMIMr15wnBdMTg/43d/9XXzPp2k0Vy5fwhjDfD6nLAvKsmR39yLbu7uk+bt0eyNOT09JZ85FcuvCNnfeeguBx4WtHU5Pz5ienGJNjRKWWZYzHm/w3r0HTNOUeZrRG/aI4g6npzOyYsHetaeRQjI/Pubg4X06nYiLV59mZ2PI2fyMyekZvV6fb776BoV/naxzCy9OuNKtubmTEdocKWqMzomSmKHtI4RhOtUURc5sNqM/OCe0GutUgnypGHQTstmE7373Hi986EWX6VtBr99Dt+PW1uYHzuO/jrH75LhVvuMvrOpBdqnuZNvqqnVwRuHIvdICQiDb10wbTztr6GAF+VomhY1ucFARSZ6lvH34Lvv799l/6gYffP4DDLsjqrIkiUPWR33OTiSP9hdUVU23kxD4ASenR9RNQ6OblqTnIZRymtXWUlYORu2KKhWe8oiiiDzPV+dijCUMI5SSrqvdaKw4J+6GYbi63rJyLqaqnc8Gg7WaIAzIy5qympPEBTo7pmgEvnSuc0K67zaApxy/Kw4DotAnzzKS/hCjNU3tyNu+HzDNU7DL7l3rHti6/CrlSJAIQRyHxJ4kO/MQgxFJf51KdEjnOXUD/W6H7nidbidh6dhXlJVDDtQ1o/7AGTqFAd1O7KyhJWhdooQTO6irkk4cOClorZ1AQ6MxjW6x3baFUZybObUAvb9yvP00FeNPAv9QCPFrQITDDP0vwFAI4bVZ4EXg4Q/6sLX2nwL/FGBze9ceHh6RpSnK8wgDp+tnTEWazckOHrN/fIDvh8S9EYkHtjFkiznZfE6gBLtRTBwE7iFqjX6CBFc3ElVBE4RoaTHKYKxGoPCUwlcesqrwpGQ4GNLrD9D4nKWWjbVd5llFnmVoU9NUtQPClxVZmpPmGXnW8M//8Gv8F7/1D/CjkLquMNawyAsOTs64/dYBD44ztkYeVze7eFLDCvTuUdrW7U+ArRTWcy14ba0z+PAVgYbWuBFrA4epEur7ylJL9mdZFuRZxnSRcjRLKYWDxxsDeel0naOoxuiGWtf40k0mD8v87Iw6X6AEnKU533jl6yivxcguB5t1znVCOHOFC3sXqDf7PDh4TFoJCgyzpiDMBJVxmstlkiDrelVds09ED0r6DBPQpqY2HlEc0at7DPsF2+ubBPfeBVFjWmtYggCswEiL8VUrUv43P3ZH630bBH7bdXD3xlXEQfmC4+PHPHrwmKefeYo4CTg8nTA5O0O01fkyW5BmBYvZA/wgwA8kyrd4nmQQD3jh+RedZqeSeL5EeRJjNWk65fjwgLwoONzfJ9jeYzjsM+gOSJKIbhLzrdde5u0v3OaXf+kf8NJLH+ON11/lu2+8x9b6JpvjEc3c8uz1X+TO3WN+7//4Z6RljfJDrj7zAYb9IRuba3TiEE9anr62x2htk69+9esoBZ/5zN/j0f4RVkjGwyFPPXWdKI5ACM7Ozrhz5w7D4ZAsL9DaUuclRV2hG+d+ZMX7l6YnCWtP/t7e8b/0QX5fIC2WS6A4V32wlmkKL795wutvPeTotACpCAMfrSuiOCKOI9e2j90CH9oAZRp6fsUHb6zziy9s0/E8PGG5srsJ1lCWFVmW8S//5b/ixo0bDIdDnnnmGTqdqF2knbWskueB5/eS3H5Mdv9PNW7drTgfu5cvX7Zi5RxmXDVFOlJvEHq88fp3uXjxIlEcoSRc2ttjOBjy+uuv85GPfATh+YBFY7i2OcC3J7w3PaE/vMC8apikC4QQpGXNcOMSMlknLw21tggDFy+NGPQ63HntuxwfvEM+PyT0PTy/x7UPDAiDCGGd8UYSeayP+jS1RtLQVA2DQQfd9bj7+B756QFHx0cc7j8CP2Rz6wKbm30m04y0qLE24NYLn0JKj7ff+BZhdxNjBBevXGXr2nUu9Rp6XsHL3/wmn/0X/y8HDx+wublJEneQUnJ4cMhoNGJ3d4coijg8fMywv8Z79/cpioIoLInCkKbR3Hv3PrqpefRwn0984pPce+8+x0dHrA1HBH5CozVXdq9wZe8qf/7nL5OWBdefusZ8OifPa5KkRy1Ctraf5vabt9Haw+gFN69f4PLuBicnZ9y5c48P3nqag+MJd9PLbOw9z7Zfc23zkK2xoWo8hxlVispESOMcVJMopt/rc3x8zGKx4PHjEwIvaNUFak6OjplPp86KWwo8JTl8+NBVZBEk3S5hHCOUxJfxD0lMf3Zj98lxG8Q9q4RAI9wesNxDlEL4HlVZnmPlXePfteqt64h46hxa4RQgzteRpmlAOunV0O8gPQXSkqYz3n77DbqdhGG3h6RhMjmhWEzQde0cH6uCuZnTNA15nmOBIApaaJjFuN2rpZzYFVHSFeYi+v0+Dx48WF4vnqfIspSlig3CuaMKKajykvl8zmg0ctwFznHTSRhjcB33vb1LPHjwgOPjYyyui900NTUNxtpW7atZwSQ9z6OuKmZziOOY6XTKct1SSjkyf5GRJAkCFzB7UoIC3Ria2gX8cRyTLhbIXo+myTFTgzAVvhfgq5jNzR164xFFbZhMZyRRRBT4NHVNmWVEYYDnWWfcEQSk8xllkdHvdelEI2aTU5rGcv3G0/i+h64bsnLuCjMIsDWYVup0GRTbc+if+CGh708cGFtrfwf4HYA2A/wn1tr/VAjxL4D/GMc0/S3g93/Yd5V1zZ2HD/BVQKczQCsQOmc2mXD66D2K6QwVJiT9DcLBkChJ8DzlyvR4DvPoefihokLQVA21NpRNTdfzKY3GN26j0p5Ga4nULvhU0hHf8rxiZ+cKO3s3GYwvoPGprKWoKop06j5bllit0bqhrCoWec5sMSdd5CB8fv8PvsQnP/YCu1tjjNHsnyx46/YJr74548233uTmM1voKmFnnNAJA9KywdPeylWqaAH5vj3XFRW1wzGmS9ktBA4m/f0Zj20JXrUuybMFk+mMw7OUxydTlFUQxkRaEvod0rQmL4+JuwNCqQiVRApJVVYspgvKIgcJ944e8eXP/9uWzOQIUUEQuoVSOzJZEMe8cOuDmJ7As5LH6wsaNMf5gqjncf/sgMubWyRV37GpzdIZrdVGFYKmca1xKZw5ivQ8ZOAThCHjuEMsFbRYOgCrDBjjKtvgnPh+DmO3qmoGgwGXL1+mLHKOj49YLOZuMdOGuqnZ2F5jXkxYNE7zNkpChFYIG7E+6nHtch8hBFHQo9vt0un7hLFkY7BBli74yte+TFHUPPf081zZ2yMMAqZBj2yWkaUNL3zow6yP+/QGMZPJCXfv3aOqK8qqojvw+YM//AOef+4WTz97nZPjLtkiZ5rnbHhd/st//D9y69bzPP/SL7O5tUPcibHSMYE9FApD4EuqJmUyz/jQS79IECgeHhxzOl1gheTatWu89957bGytMR6tkWUZR0dHRHG80gydz2cs5nOEcCootbYrzPWTDJ7vgyP8eBhGlkH0OQIeam35N194ndfeLTiaGPKyQSmDFCFJx+nBxnGM8BSUDSIwrI98nr004IXnttnpSaQxRKrhcDKlLmsCzyOKOwwGA37rt37L2Z7jqhaTyYT5fE6e5XSShEt7e64ybM05Tv/HvLb23vzMxu3yMMbg+z5HR8dYDGvra5imoqhSbt68udrUlScQwtAfdPnQh1/g+OSQrbUtPM8nUD61J9i5vM2FRvPwYMq43+EkClmkGUEQsLW1Qy/p0uQZjXWSTacHh+SHcz7/B/8n3Tik1x9R+jHv3X2Da/uPWTM14/EOAFHszAjyLMdYZx3rAgfL2tYekcm5srtNkvjY7C53vv0m0ysf5MqVa8zKCryGaLhGb3gRaV7n8WyC7q6xe/0mT3UKbFnwu//7/8VXv/IVurFTM9HakKYpp6enDgvqe+zv7+N7Ab3uECk8bjz1DA8fPOLw4DGbmxtoY5gt5lx56hI3n36Of/fH/5bd3R3W19eRvkfcH5AkiTOKmGcM97b5+DPPMn08QXNA6c3oCNjuDyCIePajn2D/YB9RlBwuAjYyuLBzme5ojcnJMf/fNyeo8Ue4Nsy5NKwxYsHZvGYQdfF8R1BeQWPa6CAMAvpJh4cPHrB/esLp6Sl5ntO0uvuLIufk8SG+aegPusxPzyjLko2tDapszunJIWleEEe9H3kM/6zHrm6rvRLh/kkHM6zr+n3zS+CqxktFgqWWOjyJPT7H2nue54hinkdV5dRNgTYV1hims4qvfvVLfPrTn2Bz0CHNMk6q0slSlg6Hm1UZ/X4f1do5l2UJsFKYmM/n+FLR6XScvm9bHpjP50wmk/fho5fawGEYkiQJUnkcnxwjpSKKozbIbVAyBDxsy5lqmobLV/dIkoSXXnoJIcQK2gauU6QNHB4evs+SfLkeVFWFUk4DXyqxui9PYp6n0+nKKERJR8TzPK8VMXAazcPhcIXhrpuG0zOXRESdkGLxgMmjHr3NZ9i7cgtrFVVeEgQ+QaAYDXqEviJSHlWWsb21SRQHTCZnZFnOaDxgfWNIr9fhcP8RSdzFkwGnxxPOFgusSFxxoqpX+GhHDnRj3OFa//Ljr0PH+LeB/0cI8T8BLwO/98M+YI0hUiFh0kNbS7pIMWXJydE+i8UpUXeT9fV1vE5CFIRgDFVRIW3NoOMzTjoMog6e8jAaqspQG40RAhtIly0aF3zVxuIZg68NFmdGMAwTvEHEix/9O6ig43SHjcFmOZWB2dzgmYqyKRG2wtSaqnIOW1lZgjb4oeTxcUqVFeR5wdFpxndvH/DmvSOO7p/yH/7Dj/Glr73Cds+SBhJpLKEfYISlamqUVAgp8DRIKxEtGaAxGk8KKmuorXGEvTaDW1XEVjcSRNOg65K8yJgvUmZpTpMtiDxJJxnSGwQkkUddZjS6YTKbsq4Uh2VDmpbUVc1sOmEynZE2NQ8O72PyFDCIVixbBi7LFcb9rT8ecXlvFxnCo+qEWQ7VIoWq4iSb815whC4NeZbihz3KxukmBr7vrLM9gax85jpHaINuQOAsSTthzCIIeOriBWZ3Ch6rHGE0lgZjNaZp9WDLn4kL2Y89dgUwm5zxVlbQibpsbe7y4q2L+EFIbxDTiSJ0VVLpEuEL3nn4Li9/+1tMThYUi4xuL0ES0u1FTqQ8CfAD8L2Iv/+JX6fDGr/6K/8RR0cPuXvvDe6//BaeJ5DC4+ql6/RGQ95899tMqwHT2485nZ5Q6YZO3OfytR0+83d+A6MVZ/MzDg+n3M8ajk7naGVYmGP+m//+v8OXPsY2rcGHW6pXup7WmTGEfhdtNPunc+qyZDGbMpvP2d29yGQyZ3Nzm8lZyn5wRN1oesMhRVMjlKWoK94qyKXhAAAgAElEQVR5dIitjLMWL0uMbismgbPCFvLHqvj/aIe1SE9zlnp84cvvMS8dvl75PkHgI8OAIOkhlGJRV6x1Ogy6MU9fGvHi9TWeuuCenTTurlRGMuqP26+2K7eoyWRCWZYMW3vfTqez0lzWWlNUFYeHB5xNJgRBwGg0ot8bEHgRjf6hqmo/yvFjj1ug5XJUrUlFv3X29JzGuBcipQv2PaXa7pYLkJXwuXzxEkWZIqSDkLjaMShPculCF/Xh69x961UwDYFMEEKhrWaRFWTZnGtXLvL1z/0Rr7z8B2wNNzFZxqTKGW/vcfnaZTA5lm3SNF3pVJdlRVXVgEB5kiTukflTiiLHkPLFz/0x77z2GlEsefd4wcc/8yv85//1/4zfWPImQHiC9d0rXLzxPN959Yv4wK+9eIH/4Xf+W04nM3f+wGw2R0nFRMP6+jq/9Hf/HpOTE06OjsnSgjC0lOVj1tZHTN6bc3x8QhD5IDW+Egy6McU84ztf/xy/+KmXSMKYs9MzB/0JYqyImKWHjDcFk/1j/vS9P2V37wpJt4/1A/ADNjd3+c533+LK9W0uXX6aMsu4/+CIcfeUjbHP2XTC//0n9xBrH+E/+Wif2K+xpkKS4Emoiop37rzLpUuX2iDye0jdUrC9u0vQ7fDa7HUsMD065nQ2R3ke27t79JKI6fERpW3oDhPqpqLONEYbAjwHPax+6vH7E41dJVUrHSexsNL+9QQoIVd8JYttpbosYhkUi3PDitaqq60kCkAjEHjCR6kMKQJ8fAQllYGyqvjc579EXVX4fkDS6TgVlNp1fcM4Zj6b0zQ1UngtPENQVw1lqzZRG02dZgghCUJXwbUIxmsD/v5n/i6f/exnVwnH8r/bWxe4duUK//5znyevKxeE5ynD4Zj1jU1AcHZ6xnQyAdFwenTMzq2bjPodPv3pT7G+vsHrr7/O2dkZQggmkwmihTuUVbUKYG1L3Vhhck0rVNBUq0KW1trFLsbgSw+koDHO/VeKc1LjycnJyjQoCAKiMCRJYpqqYVZUKM9n8vi7zI7uMFrfY+vi0wzW1lBWUhQ5R2XJ9uYF6rpkli5QwZALO7vs79/n3oNHKHHI5tqI+WxKp58zGG9w67lbfOe115nXHqU2zqB3qQZkXYCMEFjxNxAYW2s/B3yu/fku8NEf5/N1VTF5vI/nn7a+8jUYQ7lI6QyHrG1tkfS6TsqtcqV/JSzdTsho0KETu0XdU4rGtEx447ziZVvZXGaJ7rUWhG0N0m/we10++YsfJ05iEB5aG6qypPEFVgtiz5KlNVXVoJsaaxxco6obpIGmBfCXRcl7BzOkCjg5mXH79j7Tk4znnu/zZ2/eIU1zavr4UYQf+BRVhWe9FVFAGIFQ0AgHNBdKEkUhadWgcK0UT7r091w25zxjr3VNUxeUWUmeVqRZxTwtAI/jyZQk7GPRKKHwwggQRMojqyuOj0+xlSbPMpTURJHg+PEJd19/GZQC7SwkpW0XHqlAOMJcnMRMFhkbQZ/QCOa6Jtc1fWNINAS14dH0jN6wA1qhlAv6JU52q0gLhFPhRRu9ylADGxBGAb1Olwv9dda9Q2ZeRmENpmmVKWqNqHxHbP05jN1et8+v/spvghGk6YzTswPeePtlpA9C+ARCopSgNJqsKJkvUrJU48mI0TgkigLCMCJMAGkQqkIop+38uS/+EZc3r7B18Tpbmztsba9z+93v8Obd15Aq4PadN8jThp3dC9QFfPLDv0aWGf7iL17ha1/+C06P7xHHH2B9b4uON6K/vsbzg4tUtcYav9U/VVgarBWY1QJybp8qsUhhqK0GBFZ7SOXRG4aEyYiiMhRVwaKo4PEJt2/fpS4LtNF84XN/RjdJ+P1v/SFbl6+6+22cjKBsSZYCqJpmpflcliWe5/B2PwrM4Pvf84RaipDYWvK//t4fs2hKDA7jt1ysk05Mv9+n14mYzOfsrPm88NQaz+712Rr4CNusCIY/6P+llHK45LW1FXRieQ1uHdOOfBlFDEcjRuPxSq9cN4bJ5Iy6qSir8scZcstz+Rw/xbgFRzRynSkPKdWqS+Wkl1z3ZtV6FBYpXPAghas+hlGIJ318L3ROcu11hFHC7nbAP/6v/jP+2Wf/OadnhjSfUwmBrg3lYsJX//2/QZ8+IMsNdT+i49d0AotKz3jzla+xc/0WRb6L0a5SO5+n5FlBXdV4QbHSTu0kIYvDh3z98/+O/bdu8+zVy3zyl1/kf/v9b/LON/6MN77xR0S7H0IFCUgQkc/a3mU+5h9STI/4J7/92+jSKa3ErelTnudoawk7Tou1aRqiMGI8HlO2BO0kSTg4OGC0fsFJnQUJW7uX8f2Ao6NDsvmC0foIoSGKR3QHCfuH+5TNMePxGlHSY5Zm1EHA7t5l0nmOFzqTpiK3FJVgON7CIjG6QOsCjeDOw1NO5mfMpgY2Psxnbii6nTldaykbhbEOYRr4PhcvXgTg7bffZm9vb9XVWGLbLeDHEbdu3eL27dssZjOMhXlakdczBmPFh57/MKdHhzRFTjqfYoxtq5g+a5ubfOeVV/7Gx661OPUF4WGE49usKtdPVH+XOP7lrF1pL0u50ldX0o39ZcBnTLPi6HgypL99g3kQkB7fcyR/WJH+Gt2QzudtUctJkRZljm0VMzzPa3XdlVvf5HnAuXwWSRJTlq7qnGcZX/rSlzDGEgROtWS5fjz77A1+8zf+Ay5c2OBf/+s/4tHRPlHYoypLirKk1+uzubGBrxST2Ql1XXP/3l3y9EUuX7nKpd0dPvaRD3Hv3ru8+eZbfOvV71DX9ep6ljhzKcXKyW6ZbCyrycu1YEkcBAc9kZ7CaLPSO5awWkeEEK0jsER7Hov5wlXCPcXJ6Yxe1EVTUuS3OTt+gBcPuXDxJjs7eyRRl8PHj4miAF8rHp+c8Hgyo16k9JOYTt93leVAEnd75GXJnbsPyCrDwfGEoigQUqCNbqEr53C9H0bC+1vhfNfUFdOTI7Q21EWJVJKw0yNKhgyGWw7TVNdU8xQrNFHo0UsShoMecZIQBGG7UJ5nh1JKF0Rqg9HGAdbbAV8pUEo4/UICnvvAx9kYrSGVpKyNq0pohfY8KlviS01jXOBb1w0IgzYNtdYO02wtuigoG3j1jXeoy4p+ELDd9YmagAeHC8zJnN1Rl0HXx+iarNCrpq/HORtVC41oQCiJbNmXhdREeGhj8BJ/JRi+DImXg9ToiixPOZ3PmaQZ8yznZDJxDH4ZEIUeWgDLiat8MKbFfjaULW7peDrlZHrGo/2H5NMjAt93bnzGEAUhUnmIZcAgnB3xw/0DEiXI5zmesSst4n7URdXw6PQxm2tDiCVJGDgZM2Ooq1ZWSbVEJHs+cKUQhH5AGEU0QoCVWCWh0qjKQGXRFvDs+9yp/iYPIQRv33kTZIP0LLUpIXAGLU1TUTWW09MJJ8cTNja32Fjf5PJuh36/RxgJFvMpk9kZeZVhJK21skQa2LtwlZvXbuF3O1T1jDtvvcnR0T6R8JEy5OaNF1gb7vCFz3+VA53SVAesb2yzs/dBPt3ZQ+uGta093nnrLk/feIbesIetPDQFaIGuQZuy3RiWmqC8D7fuyLCwNFCx0ulXSwKU8snzHJRCa8NkOmU6mZNnTiT+7v0Ji7RAIInvT3l07y6vvd7h4y99gI++9BFG41FrHy3R2mItBEHUisu3rHFcECak/REznyUpp0FbwSwP+fbdQ3Sr+2qx+EFAGHsYYSiNwOqUX7ja5bmnNrh5scso8ZzNOe+3QV6S05bHEiLvzEQcadL981ebx7JdWxQFRVlC2xr1PR8/DAgiZx7y8zlc69X3g9Um5pRuLMIKsLp13nTyT47TcB6ACJzJQlWVLoBV3koLNwh8gnDAb/76b/DZf/UnTOcpfb9DEEQstOXSzi6j69vcefdN8vkU4yvStALmJFXAG698k2tmRNwbYKVPJ45aNYWKkGDV6j09nfDowdtk6QQZezxYFPzhl79LU8559volDh7eIxZbrO9eJQg8AumhtObrX/o8Jp9RZqlLfoQgLwq63S57e5dcshB2kFLwzt17bKxtEMVdtra2GA76pFnO4eEhZZ4xHo8pyprjg0OUEkxnzj1uNN6mtiGn0wWz2ZytrS3CMHbyid2Ek7MTRv0ujW7ojdfYPzig0obBmjNmWFtbpzGWvKjQjcULA7KyIX/ckDcK4ZVcvuATKYMwhshzmNtGS7QV+FFEYzO2Nvew1ufRwRlh5NPrOUMc5xZV4ONxYXeDvCqYFjX56YJGW04WBd++f4ofjtjYusTHPrrJ5iAhnc948OiAhYzA++Ofy7CVUrYktFaFBonRBuWfWz8vFScAVNthlQKalRyhxZhWLqylZD1JiDWA57nEz5M+spVZMy3eFpxKhFAghVNq0rVzwlWewqgGP3BdGCkkKnCcJqU8+v2+s4T2lRMO6BecnR4zny0Y9AeMxyNUGLKzsY41mp3tHa4/dZOqssxnC/7k81+kMQaD048viwIAP/QdKU8E1I1lZ/cSz956DmM0R48PiSKPhw8e8Ku/8hm+/NWvcTqZIYVG+udSm0JaZxTVEumWkA6gTR4M5gm9c2GcfrQwtK5yFqsNUvnUjVs7qrrB2ILA9wiDAISgqmomjUssykKSpSl+MEeUOYvZPh/80KeQEmZZwSjqEgWKoijodCM2t9ZZGw2x0rC2uU5RN5SLgk63i5YBB2cF/U6HbDbBNg7WqK12z0FIsH91h/JvRWBsjaVMcxrjbAX9oEOcdOgORoSdDtQ1aZFS5DlRHBBHXfr9HnEnwfMjPN9DSEHZaGptEICnJJ6UqCXAaAW0FzSNoFZOGH2wvst4uEHgeW56COtwxMJ9h1OCcXjWuqxpTMsMNS6jEgiMEdRFTWkt9emEw06Mv96n2xEUpSUtDM9c3UIG7vNpWZEEPr6nHOalPTelFA2OdCetRFmwVFgpHEFAW5KY5e6LbYPc5bVp3XAyW3A8mTObp8zznKKs8IQkimKiKCCrqja79bC4bK5snLZirSvydMF0NuPw8IDHB4/QVY0fRRhRIa3zb9e4FrtSCisFVVUwPTnhMFBMz+Z4oiAWltDz8a1goUsezE94KssI8QiUQCrlQi3hJlKj3eJVGeci6KgeLjCO45jA89FK4ClFXYNptBOGtQLjKaci9xO43/20hxCK7Qu7PHh0l7xOQbkJWKQl87MCawXTyYyyqqmbksbkGARVAzQeXiTpypiwciosEg+0xLMhFza3GY+3oBsyn0pOpzWnJ4Jud4/dneusbT5NvzPk+g1LVRuCThcbJHTCiM5gjFTOPKfXH2OFoK4qDh8+oihKrj51g3RW0JjaVVbbDWSZVbufz4XlwRlZLBYLsswFu47oaciqGiV90jQgLUK0dZqdp7OUxbyirgriRUVZG2ZpzTe+9QZvvvEu/UGXpBPwoQ+/yPXr1/F9f3UeruXr5qAjyv5gYt73yruZlm4DkmkO/+qPvkpeC+I4omwKsAalJJ6vwBMkic/aQPOpW2tsbfYZJU7/0z6hnPGXScidn8/yfi0VVmRrGHAu4eb7/opAY62l0Q1SWGe7+nNK6tw5n7fYwV2LXHWlxOpn54gkV8ShJ++NxeL5znzIWEOgXDXMSs3uzrYLYnSJEBbPV6ggJG0Mo+4aH3jxJd69cwespq4MQgaosMftt99h6/KExliQPlUetJuypm4coens7Izp2SHHZzMaApQnyfMZ2eOK0SDgxgsf58LTH+bdk4rQk8RBgNQ1QhgO37uHaXJoK2JR5CTQTEt00mXJIOmxyFKauqSqMqKgh2kaFrMZWZbT73RYZJmTBPRC4k4MSLyiZhiFbGzu8uj4kL29EbuDIUVekOYlVihsqSmqGik9hJbIsCHpDxhGHbr9MVhncDSZz7BGEIYJxmToRuB5EeN+xEhZerEF7SCCCkFWKY6mDYcTTSN8hL9Bo8cILZg0C/TCEFaC2NMEOsXUkmFQMB6sI6+HxJ0h99474OHBMZWBs0lKf61Dbj1OSw+deRR1wkQOWTQ/WZfupz1azSoH+hJm9ReLbRNsu6ocLyuDK5lEKxDqybDHrvSLoVWwgJYT7kwwvKBD0BlTzg7wrMYYuSKqYQ3WGqfQg4tlrLXoRlOLirCFGrgKshtrcZIgpCRojZaEsCjlE4cJuU5xTrqGYdLh1s1nubBzgWefv8XG9jZ+ECGEpKhKvv3q61gkuqlYzJz6j5CtM14YUBUZ1loGwxFxJyFKHCeiLorWBl7yrVde58GjR2R53t4js7rJQtASF9/fLbPWmX5AW53XennDXDGghayc8ykcRMVa67r40llwO7fKxkEpVwm34Wx+ghYNb77+52xuXUEGzpbd1A0eliSKqMqcpulzNjmmP+xTN5p5mlPVNZFSjHtdJpOZW8NwcFprTXtdwiX5f8XxtyIwXjLJPc/HDyK6/SG9wYhON8FTUMwWZGWKUopOkjDo9el0u3iBhxQOimCspWoM2hgCJfAlKOna/qq96cY4feHGKBpjiVD0R5tO4k1KqtoiMQjrWirCGrdJYpDW/W6txrRZlNHuRtd1Q1k3VFg8U3J8fEwkaka9iCCRXN8c0x/2OJpMsFSIlvAXKPfAljab1jq5Nucs7LJBjQtAm0bRdjDbdqZAWFYafXVVkec5+ycTjk9nZFnBPCsA69QtrEQoDykaV5WUzuu8KWusUtRFga5LsmxGms6ZT8/I53P8IEEKi+8pQt9HKYHVBk8KgtDHSJeAVOmMR4eWYppDk7qAOTbMjaAOBXHpc1zO8Y0g9hSqbVsus9G6brDt71rr1QSXUhKGIWu9Plo0UDfIysndLSetSxT+GjCqP8rQRfD0U88hpeTh4V1OJo/J8gwlfUKvg1I+o0trzBYTvNBS6gU2y1kUZw53lYQEgWJne5uN0TbZwvDowSl1ZVBeTGl9FAkyEIw3bmDYoNsZs719HakS0hyuXL+Ftg211a6NB8iWdNJozfrmhkuCioqmKBHG4HseTVNRVgXr633K0lmVIiSNMaRpRp4VJElCWVR0e2N8zycvPE4nDXlVMRj0MY1HWrik0eoA6fUwtiRN55yezNBNSRQrFtmc7c0NhK158613eXT/PfzQJ+oEzHPNZFrgBQFGN3Q6XQajUbuZOMJFnIQ0dUMchU6PXLiuj8AShiFRoLAItPXJ0oKjoymvvTvnT77yJl4Qo6SDp5gVM9kZoGyNPF56+gLP7A1QgYdsF/Inq02rZ/2XqEg8aTACy034/Z8PgsCZ/+AqzMvW47I1//M6VOusKeySwW1XajfLKrKT0ZNtICJaZRzRJgRuLfI8j9o4lRtPxauxpE2DVAapHCtf+T6j9XWKsuDwLOPG8x/BD0KsqSnLirJRqGidWQ3T2Ry/rAnDmNIPV8ZAXuFTtUWKpjZE3Q2G2zew/QGh1HSHY9Y21tl95mP0L1xjoSYM+z2EtTS1JIwCvCCmqFPKIkcpfyV9pbVmkc1RSLpVQbaYEgUe8/mEKPBIreYkc1jR8doa1jSUhabTj4g7XazwiCrodQcEUYxQHr3+EGvh5HRKWWvCpEOjGyoNoqzZWtsCT7G5tYYfdRAyBONhdIMSkiiMifyAPC8wVoBQeMpwaQOasuLRUUOmXBU4zeHgpOTgdEZRNaBLGjXFs5LCCPK6wVpN4ks6vkcUbXKhl9NDU0eSZHPBFg/R6g6nk0MsAXVRMZ/PuaMtfhBigLwoSBdz5Pfni38jh8BVfyVgxROmGMvXV3P1fC6ukn9xDkFsc722O+VeWypZLDtC0o/x4yFVdopuUswqeHZvcDG0bUmArmoPLWTFGgfntAZt3F5utCHLUieVVjoraCeX5wpGddNQ1TV1WbKzu8vHPvkJrty4TncwpNsb4EcRZZkzn8958OiIonQJvxQCDQQojBDUWmPboth4vE4cJ4wGfdA1h4dH7O7s8O69+xwdBxRF0Rb6zu+vNQaxvL72r+fY4ydilicqyrSvP+kGunwP1lIButHoluC47KiZFvbSaPeaP59x+/WXqYqUta2rJKFH5HfxlcRXinSeMho21LUmTwu0NdRlQZkXeDLE81wsoYQAKVbPqP3hhyZ0fysCY6kUUbeHVIq406XTHTiIhBRQFaTpDOl5DPp91kcjet0uyvNXD7GuaxdcG4MnwJcCJWgZqy6oWz7EZUYnUARhDyUDlGw3zMZQ1wV1lVOXBXVdo5TGcwq/+J6grs7xNxinl1cUBXUDjTRIa3jwcEY+O+PW05fo9BIuXd3k8ckUGYRsdrusDWLiwMfqhsV8QV1X9Ht9irLEtrAPKUUrw+ImedNo/EDiewpfKqfaawy6qdHGUpUFxycnPDqacDbPHVGlqKCt6hVlxaDbwVdOf1Zb005WTaAUi/kU0VRk2ZyiyjF1Segpwo0tFtNjwqRDr5NQlwVCKMIoJAgjjJL4UlJmcyZ55ch/WUnlWZqyoiwyyu0hYwzvZMckStAPI4KW5WqtJfADCtNitpdBfytXVxmNUJKtjXWSQKCKCtG0UneAs9S1oH4+K3SjG6rKsn3hClmW8fjgmHKuuXb1Guvrm0gJm1sbvPbGqyyKCZ7vpHnixOldmroBJNvbv8BzT3+Yx48WnBy+QllMyJsu01IhjQV8rt14katPnWMEl0mRm+hu4VmCbAzvl0PTxmIFbO1eRClJnmZUVUaWZ85avLFgJUZI0iznwYGDf2xtXuD09Ix+3zIaDlFeBy0q5nnBeKtHdlbQaMHJyQlx4NPtJW4sHt4nW8yxouGZ5z7In3/9m1y+uMXDe4+492Cf2oJnfRapx59+9Q4vf/sRpdVIAbsXL3L1qRtIFaCUx3v37rlKR6MZD7vEkYfF4AeKwLP0+n3W+iHGSrSJONw/5eVv3+YrL7+HHGxgA4VuSlzpQ2Ibgw9sD7s8sxXwSx+4hLWlM6v5HsTGEqv45O9wXkVekpmefN8yMF7+vDysWc5tp/8spXV6wD+65NVfy2EQKCFaTobBWrnSR12aDLyvSi8UugFPiFYTQIARLTnPtZUb7aQoq7rADyWycMF2lMRcGO4yPZtycP8Ou1s3ePFjnyIIQ7Ks4fHRlIPjGZ2gy+HREb7vkSQJg8HYcUzqBk/5pIuc0cYGa+MLxJ6P1k/hi4Jxz2dne5Nef8hZGbJ/OOOZmzeJopDp6QQF9Ptd1vae4vDtGZUunCY3rnru8mvD+vomRZETxz55UXM2mZIkHcIgQHkOUpJWBUJ6zhSpNkymC6T0sUZjpeVkesrlS5epK82dt99Bhc7Bz48iZ+q0SOnFHa49dYOz2RzlhRSlxlCyuTHm4OAAaSVxGLWte4luYF5mTKcZNy+NuPdY8PXvGrJBh6TrE0ofREOcWBAHZPsPmDXH1DPBognRMkL5XYp4TDkaEwXrzKY1ni5IS2gqRT/02b6xRvXOn2OzEU3giO5FPkGKDkEYYmRFWZ4ReD+6fvzP6rBWIIxFySXBTqyaGr6Sq86wC8jM+4JiIQSmaVoJRdFCgjhfN4Ve/SZbpSMBKN8jSnqk04z2recFHGgl4xy2+3wdcIm7sUs4pybwfdIsc+TxJXzyCbk0rMNEe74jWHpJzHhzk8FgjFIBKlBsbu/y6V/6ZV555VXuPTyirDX9fodub0BtBHKRcdrMMRZGa+sknS5REBJ4Ck/iCJ54HB4eUZROCSIKQ+e818rYCXcB0EIan0z0lwmIFE7hwbQd7OUaWNf1isvxJLfLtNDTJ7HHURRRFiVNu86Ag5rNqhohLXdf/zbpPMVXhm5ymTDsO/y3HzpH2EGfIAioqpLKLyl9SV6UnM3nKx7TEkYrWuTAEoLzVx1/KwJjz/MZbm7hSYXfMhgDgbNj1BV+qBj31lhbH5IkXayS1P8/dW/2LFly3/d9cjlb7Xffep+eDRgAM1gpECRAAqJAWmFqC4XCDtkOP+mNfrJf/Cb/Bw4/2OGQIyyHQnZItMUgbYqkKQoAARAAMRjMYIDZl17uXnvV2XLxQ56q2w3uYQkD5Ux3R/etW/dUVZ7MX35/38VYqMFgGk5iaOdFkUYqcbW7CQeNm0IYHuEdaavF1rU7GBcmbl40hZazVFXV8IkttbdoL1BagPBNZHUoKvFQF2Z94oyEx1jHg+MTfvT6jPuXY37+sy8wnY2ZL2quH23z9K19WonG5AX5PHgFL5cSU5ngA2gD91gqFU6QLgiiLIIkTelkGWmkkR6cMRhTschrTDHl7XvHTOehUHFOUpWWxTRHxQlKOvKiJJHhRBpiqYNS13tPUSyJASEVkY6Jo4hBr8vR0U3u3RfEwtFrtTl5eJ84y5BCUJU5TkkWVUUxFdh2r+EWp7R7CTJWzGxFqWNmUcI7pyc8udunrIP/q5IKtKLTBocjjmO0CKIf4x11bai9I5aSdq/L5z7ySSi+xTvFA+Z5jTeAVEEZnyrs5fInPnfzYskffv0rtNsJcaJ49unnyNoxW5vbvPrqDzgfP+S9hzFOBMFZO93izs1n+fQnfxZnJMtxzXTuUUnGu/dqvIj58Kc+hUeiXIQHyioIPpWM8E2XQDYW1q5ZvBAeIRXCN+3DZqGGBj2xjmVl8VKTJJpWmrB7eBMhBH/4tW+yc3CbKO1gnGc6rqiKmI9//AtYZ9ncy/nN3/gNfu5zn2PQStna2mB3q8/l+JhXX36FN370Khv9lI1Bl2eefpY713e5c32DwWYfJcF4z7e//R0ePLxkVmeo/m2kjmj3d7Cqw0xF5IUkNyGt751Jzle//32KMtz7VWNVqFRAZk3tsDb47WoPTjpaEdQu2OcppUmiFKk0Zjgi6rQh0tTG0M5SslSwtxnxc8/t8Ylndkj8HOsVlqsUukcRkMfGj1EqVkLRR8cq4AMecfdoOI7rTdqz7jz9iZ/xExpCho4MUqJks4k7j5ThugL3WaztnNaoS0O/EI9shkIErvKqYKiqCqxlPJ7gvKfb6dDu9uh2uzOsAhMAACAASURBVGxtbjCeVVgnmc4WdDv7uChj7uZMjYaojVYxZbnE1jAenbOcjhj0+0RxRFVZtrb30aZCRBKpU3Z39un2I1otSGNP7iyjcsHO0SGdToySnnZbo2WMdx1uP/tR7r3zA2yt6W8PmM1mDAYDet0OSgmOjo74+te/Tn+zg7F2LQbVUUS71eby8pKukIhOh8qEw8LpyTE6adPtbTJblMyLgus3bgZBqjF4rZjnBWZZUNYVmxtbZEmKiGLG0wWbm23SVouqMuRFQRRFnJ6ekmYZaZbR6Q3QcUW5WCJcizFHfHe+TTpYslN8he3WlL1uh/5mn0iG1NDlhz7EiycjXj/boxdvoZMucZQRx5oIQ2pHvHdWo2fHzCbvsKglw2SPrHuEHfxdBulDPv8CjIcP+O53XyJmkzt7N9navEma3uX1b/7rD2Dmhra4cyBkg1wKgfeCqg7opa3t44c5HpFOeNuIvEPHdiXI887hrG/WmdWDHVKD1JraC4SKmgTY5ql8oD0IBDoK9mVJkjSODZLKVDhh0XFEFIXQK08oHkNmQ0ztPXVRUNcGHQdR8mg0otVtU3vHsiwpqpJWlq275m7vABEppPIkWUy2vcvGUx+h/8THeOX/+RfokwkqTppwplD6SxnTavW4dnSdYjTnyTtPoJTitTff4r3372HqwI2p6uqx7phtapJApxLr99OuKGANRUz8WHG8EiND030CXEMZlVKyWCypqgpvHZ12myiOgjOSCJHjOhLUtWNycZ8fLEYsJmNe+PjPcnZ+xvVr13jjjTfWbkC9fo9Wu41DkxcTgJB815gtyMav/S9rL/hTURhLrej0esRS4Qibh3HhrBapjF4nY3drh6wdUmq8hcpaplWFtYZOGqEjjdIRCRA1yDAAwqNhjVAGyrEANFLGJNJR1IGeYOrQwrCmQvg6iJHqsrkJHa1UU9RViFE0VUhqsaaZAB5bO4pFzvDkBGtrtrY/zOFej2vXD7nzZJtumpJGKoRqIDBKNlGRmtlyiXEO29yozjo8BkWYRJEQdLOULGuB0lQu3NxFUXB2es7FaMz7Z1MK44mjiMo7RvM58/mc7a2E0WSCF4JYR0RxjJSeZbFgPJ3yzPWbJFoyH0+I44i93Q3q5ZiTB1OG43OuX7/OfHTB6ckxlTWo5fLq5NW8hhKJ8gqTF/T722xs71E4w+nJeyxnY/JOh93LknKjYjoeM/eedqvNwf4+UZM8hKtxQkKj3hUelGvmglNsb+xyY2eXxWiML0oK54EYIyrsXz0S+t/JcMIyq+6zWFpqW1Pb4K957eAGX/qFv0l3sMf794+ZLis2N3ZJ4piqLnl4WiGJwCtE4nGuaurYq0PcKilVSQEyiEvxHq2CyZD3Hhnr0AonwslQJKc6CjZxkQKr8cLyb3/vq5ycTknaXZI0wVc1d57+KEKl7N/6KMenxww2MtJOm52jLjsbBS/+0dd54VPP87u//X9iilN+/3f+Oc7B/v4en/zUJ/jU88/yiz/7CS5OTynrCu9DkmJd1wjvSXSMsYaLUcng6KOM5zFFLBHag7PkFYCn9GVAAbTG2rqh0ATdQF0bslb7ym9UCJJk1dIL8dsKTe3BeIPQcfDFFj7cv65CuRRc8Dt33qOThJ39De7c7IFyhDs9bB6u2fTWyvYf/8AfRYD/nHmxQpJXhbC1Fh5JvMPzl16k/30OQWi2eO+xgBMS5QVaxyFlU8qAEK8PDMHvXOmQlAWrVqlrBHqy+SwVr7/+OsNpjvSeOElRUUjYTNptrl+/STuOePjOD5kvanb29xmNplxeXBInLTq9DrMH9xmevUPc6iDqKcLN6XS6aBWTjx9Sti2IDYypObscYsUAHfcAGE5ypkvD7laCkJIoCnxy7zU6Srh+6xme+dTPcPbGayzHZyAFpycnjC4jOq0Wi9mSvb1d0o7C2YizyzEOuBheUpUVnXYXnbXopAnjZc1wumQ8W9DbithopRjr6XU3ePmll1CtjFxZZLWEqiBK2+zs7lLkFW++/x79nW2iKFBtkjRDJ5bKGTYOtogyzWg0Q8ct6jwnSRPavS5SSc4evskv3nifnRueSB3hxSEKcNZzNlrwO//mNezO5xDd5+huTjh0l+y0R/TbGoxlNJlyfrkgmmlU95BO7yapiJHCU46P+d4f/g63b13nt166TosWX/jir7A7UOimG9v8/4FMWqmDHsgFkHUNBBgVRKFCCESDfHrRLK3eo1dJ8gESbb7mQ+CWENTOUzdBVrG06yJZCkkrbVFVU/Ky6dSJQJtQMtwHzjpKW66tzwpxVUgaV2FMQltbRhL6PqJyUEzCwRGtEDLY0HayNrFU7O3s4ZwiLwuKKicvM7o66Dd6nS7PPPEsX335TfZu32XjzlMUPmZft+kdHvKV+T3iheHatSN6vd76rZNSc3Bwk14Wk9cLjs/uE2tFoiMkElv59Ye6tvZbvV2PUBdX7+ePd8qAtdtFHF+Jeq9cL1aifdZ0tXa3g2o0Xmm7hasNeTGH0tHrb4VDdrHk3ruvkZcFn/35L7K716W/tc1sNkNrTW/QxTnHZFqSpBmmHrOzs8uD999rON4h4d5J0Gj+InfQn47CWAhiGTyFcYALGeZOapIs8Es7rQSlBHVTkAW0xeGdxHqJBpQPbfiAbjiUd2AcaeNLHMUBdWq3N+h3d9DeE0mYl5AlGlFXQY0uBE4QbOOsRUtoJ5pxkaOFJ9YSITTW1SyrZeBlWoPVQfWeJgm9Vpunrm2SZjHeO2LhEc4wnsybQjqI5ZyrmS+XRFpRFBVShnbCiven19Yojr2NTdI4wbgQb4211JXlfDzijXfexdSaNEmQ0lEsJyxHl6QyZTZd0O2GlkNZVUEh6moElv2NLR5entLNYiZTQbuV4g1s9Tq4YhMt4a3XfxiQGusxxoKtkV4E02ytiVSEjCOmsxGJ9xSLOW++NmU4n1FEFWpzhxtOMC5yfvDgXQ5Vh81Ol+txQiQEtTWhBQXkZYmQGmODuC6LYvKioDIV3Swj6bRRaYZNQmpZZB2pjVgW9s+dY/++Rr+9wZd+9u+xu7uL8YrZrMLWgs2tHRZuxvJiSZR02Wmt6DyOWGd4Jwie1PbPLJB+XGS2dh9xjtp70jRlq9fDe8nFfM63vv4NhpdDWq0unc4mezfuokWPqqo4naQ88/xHGPQ3cQ6cM1wOL9jZ67Jc1lzbP+Lm0S7f+/6LfOWrf8B0fMJnPvFxrh9q/tv/+h+RL2tmkxlVZTG+pvYlw/EFo+EZxkMmQxdjOZ9wenbG6cWcRR0xrHocj0p8lQbUG4sUDhMqw7X9T5ZloZ1IwzF3nk6ng3XByq2ua5SQlGUZukNahXCJRFPkFTrSa3R25T6jlCSONIvFAh3VtDsdauGJk4iNLCFTFuE1V5HIIP+iFfMvOR71IX1UqPYoioIXH6jwDoIf7Mp+TTRCtEffwxUa/ujr+XH7JmNCCFFZluRFwbRJ6+pubPH7X/9dSgNpJumkMaIuef3l77Oxf5uN7W3GlwNG4wnD6ZtBN+ChrHNOH76BXUwo50M6WYQWKTGW2JY4m1P7BfPFklQ6VNpDSc1kmrOoHHGrjfeatNUK1+k8zgl0FNPv9pAe0s4eB91rvPA3n8MWE17+3re5ODulKgqMc8gkZl6W9Hv7LKqcVAqqvMDFLTq9PTY2epxeDLlMg6Xb4dF1sm5JFKe0dIqNI3Ljuf3s85RlgX14TKffBxH4n9tbe1ycj3jh+Vv0OpvoKMI61jZ/49GIH770fZ790IdCu7m2DAYDvHMs85wiL8hkh4yItAUrX5PK1Pzg9ff4rT/4Ie0bn+Kpbc2vfOh+4FmaCIdtipoI7wbgupQ+JREBZBpOp7z42gnfOD7lI5/5JXqx5Pu//8+4dvtJfnfp+MSzA+5ey4hVoC2KD0jb8WgoxWoIQDnWiO6j3ugC1odS7w1KqqbFzrp4dS6AMR6Plqq5VxsUVGpE3GFpBIqg9f5xUW6wfws/M45jPCHYIlA7FFEcUcoWz/7S32PQ7WLNmHf/zW8Bnqi/w3JRsjy/z2g+wxlD3N5gOFpyebmg15sTqYR2gxpXeP7opZd47u/+5yyzAcV4jHz4Nn/8x/8H5+/dw3jLMx//BK12m1US6Ooa4zhG797k87/Y4e7dJ/mN3/wt5ovfZzqb0O/3GM8mLBaL9eOv1iix5h47Hu8YrR67sndbrcWr4X3otq/0CMYYoiwJPu9Nd6SqKqaTCd46NjZDd8g5S5wkKKDIp4zO3mFy8QD55Ed48TtfpdcNoVhKa6SOkFFCFIU9Zbmcrq/XOrf+vP3j/YM/dfxUFMbeeSKlSaIY61xITwE2ul3a3TbtNCWOAmLmXPC6tcaggCSL0BJiKdAKvAs2TYFAHyyEvJLN9zq01nT7W2zu7COEY5lXxHFCVVVUZcFisWS5zDG1IdIKawKH1RqD8CFIUHiLNTV1bYMPb15S2op8YciEor+xSaRqjo8fcv3WDeazHOUkNgnK/rquKasS6wzVYknlXbg3vW98D4MYUAC2NkRxzEa3x6DfXyttXW1YzuZMLy8YP3jAeJTT29zCCbi4nHB5OcV5h1Iwmo7JuocUVcVktmC3m2J9zWQ2py4K2p2EPF8y6HbotlIW8ymzVoaUgtl0wqDTwTpH6RzOGJwUqCRGx4Hz5ABbVaRVRWktw4sLjNL4SEAnhtmSfpryhjJ89713cb0DYvTasL82NUmDrsGjvEwPzqFEMEifLpa04oytfo+qrhj7OfmywKhV8MlPfoQDmuDXf/03eO6FT3H7yWdCJ8EVSK+RSrJi4V2drF3TVjcIAifCextOtk073wgQpWkKQI1OYzqdLuenl7z55lsMJ3P2D5/ifqvAmJpBd5Onnv4MxgbxlBeCyXRItr1Jkno+9omPs7/RpVhM+MEPX+Zb3/o6w4sT9vd3ef7Tn+bnfv4z7PQFlGc8eX2TX/gv/n5jo1Py8P5DaDinXnsiBLIW3HvwkFde/RGdVky31WN3c4/xwvH+WcKDkaKoNa6u8aYmSiLqutmUkcimqFqhEiuUJdIJSSwab91gWWiKEt1QEdI0WyOw1jrqyj1WqIkmwdE3otO6CmEGRVnghSNxCdZU1N7hvUIKjfehIBdSILx6DM31zUFcQODSrYdf8/9Xqj7/6AYiGr9ie3Vgsya0asPzXglnPyjpnUAQJXFAeHzgDK9ssByQpmlAfOSV1mElmI2iCFsbRsMhyzynOxgE5XunjU5DNHhd5Bwc7vLO/Uuu37jOzv4h09mc4cUJ+fiMeZyRdvp065rJdEJV1qEL4B1VscDVBZGUzEeXKG/JhUO5huPqEpCS2pSIcgmpIM8dmIrNLCFp9dnqd0jSFG9rlrUj0YJYOdJEsXd4g7P9A95//3Xs4pJOv8/W9jbL6ZTT42PqsqIsCtyWZTy8JNExSaKpTM1keI5xNQgd7K0QLGYzvNDU1jOcLUmyNlubm7z91mtUtWP/6HoTAgHdbgdvYGNrl9oKFmVFNZ+yubHVIGxw6/Yt9jZ3ee/4mE57g1YrC0Em1qIk9NqaXqvFb74m+eWW5SizaKVYzpaMhznGSnpS8qXnXJibPvhQN2TRpuMHBTWJCpZlr3zvRba29vj5Fw75+DMbVNbxT/7ZH7B162mO77/C1nKPb3nDrN7irz3TJtbiMRebn9zwIY0OifAa7yRgG6vLkIonRACTVrZswgX3iCAmlVjbOBj5Jg1t1YFafY8QOB+EYqEwDMLDjd1DZhf30KbA+itaQSjAPLW7cr9QDQc31hE6iqlqi6pnPPHJL1BVE6Yn76BvP0u73SFNWti33iQ/Di5TURTRaaecn4x4+aXXWeYF8jnJVrdDlLSJvKOTtfjWr/9TyqJEmAqTL/C2woqwXv3j/+4fc+PGrVBPCLjCfT0SaHf6HN18kl/6pS9z69YTfO97r/Lbv/27SEY456ns6vBz9RlLKdjfP+ByOGYxnz9W/K4e9+NJeusCWsrgkiZBarnmIkvAW9vQOBVxJyJrNzXJICZfFuTlSqyX83u/8694cDbjzp27PP300+hYMp8tyBcLPJBXS7qtlHfyJcsiR4i60U8IpPMo7XDuPwC7NvBESqGFRElPmkakSUq/2yNLEogiRGPLIl2IAA42Q55YCyIpySKFViEAQxJMqp13qFhhvEfhGxP+JhFPaXAGJzSxhKUJFisC0FLiG5K+F3atwAyEc8BZbF1ja4ezAWUqbI0tHFYG/rFQwbOwKg3TyQxlBUVMc5JZhvQvwJmK5WKOancQSsFKUNVsxkoIUq3ZHWygmxAE5wzFcsHl+Tlvvv4Wv/31l9i5tk/HG4qyZjq8ZDmdAxKlPb12ijSW5XJBogSLxSKIC8sKW5TMphdEUpHFCYP2BvPpCKU1g0EfUxbYsgIcdVkihSDtdBj0+3TaGdI7hqMJw+mC3AcVa20sRoJpxcidLu1Oh4N2xg+Up0RyvBixM+gGbnee46QA59BJsj69C9kUlLbhY3rJg/NLCgu2CSOIY03lFFZbIqX4d5Ih9lccKorpbB/wmS98iW6ry3tvvs3Z2Rlf/vKXuRxP1ibpcIX6rozUnXOo2KPQGCOJk5Q0jZlPJ3zvu6/w7rvvc+PabZSI2Do6otNTeN9Gd2+jzSW9nQNsLUgSz+nZCYdH1wIv8fghb7z2KqPxiKX5FuVyyP7OJp//7Ce5fvOA/cPnee5jN1lOcpSXdPoRsbMsRmMipdnY3CLN2oE752EyG5LPZwxHQ9IkZWNjQJYldFotnnv2KYzLGE4c33ljxmhZMy9qitKAl8RRgtIC58xjxvCPLqKrYmsl+FoXpVzFuOqGrxfAzcCDDR7IoHW6LtaEDJva6h7SQrJyDHfO4WrHdLzk+HjEeyddMCd85IkdkqwVNkMbuj4/7hTheRRXbv7Nr35jTZtY/bv4U5KVBFcxtOAfQbA+oNJY0CDrVwKqFWd69bkopSirCkSImp1NQ7T3U089hYo0pTF0ej2CO0+NjqLgvuHBINna3OX+6RxjLMs8Z5kvqcqck/s/Yuf6XSQVw+E53tS4OoSECO/QwlHkU5wpg8NNKSkLQaoM2qWgUpLEUc+G5HJB0upTOQE6QmlFq3a04xotFxQFdNptRJSCkNRWMF/MkSqiXA5ppRFRnCG8Y3JpmM3mJCaAJQjY399nMV8G1AlDZRyyrElbwZPYGY/34eCmpERpTVmWPHz4kDiOmS9nGBtExHGckmZ9sk4Ph2IynmGNpyxqQNHp9BrhtafdatHt9ZAu0Kva7WBbZUyBswvwNcOTe/zB927z6duOO7uCSHukMJhiSpGPKfNDoqREr1rijbORtQbrDS9++9v8zKc+QxzFPPPkXXQUuJ2RiqmN5e988cN868Uf8upYU+eXzMddqmKbSMUo9cF2O8Kh0tHAvIEGJa74HdZeaSxW48fvN08Qxa3uY9EkRVkTCmcpBHgbBHRS4WVGe7DHfHQCrg6UTXd1uF0VgSvbsnWHxYFWgq2tlNf+5f/I83/vP+M42eP60z+HridMj98hP3tIUS5RStPtbvLZv/ZZ0u4gJOmejDnfHnFrb5csaeGB++++C7MZgyzQx6bLCu8t1w/2+Af/yT/k4PDanxDOhtfY/Ckl7XaHwc4W+8sJH6pzlPw8L33/Je4/OOHByRmmrtdi79UhfzgcUtd2/foefY8fc6gAHgO7BCAkVV0jCMm34bk9SayQQlBWFVLFzCZzlFJMRlOiKEbHCu8sZVEQJxEvf/drXL9+nTdefwulBVtbW2itGQ3HCKmJszbLog50MCWba73Smf1F46eiMA5+tYo4ksQ6Io1j0jQlidNgo4ZDC4kU4GTYFJUWxEKRRJpIChKtwxsgghNFMCRUa/9Q64NAqZW0UDrGOdOgVoLa2EAWtyao+RvfYIMJm5wMgRXBUiVYBuFcoGvIwMOzxlLnBVGsG2Q6IU4yJpNpSDja8LTSCCcsZVmQ53lIVapLsjTCMSNT6frDWxXhQoQ/e/0uzgcXhLLIuTi75NUfvsnvf+1bvPLWu/z8/g5VVYV2pDF4WwdOjU9oxxG2znFlQZLFLBc5i8UccHQ6HSKZ8t6779BKIvA1y7JCSUWsomBxVJV4LYOXMoqNjU3297ZJlODy4oKqLLC1gUTjnEfR8IfiCLnZ587ONfpJRqYkdV0yqmpKW+OcYbGYkbVbCK9x1qKjKBikS4VUEtu0shItQakQ70igungFMpZIoajtB0OlkFKhoxbb26Ft2+732VMRVW15eHyfrZ1d2mkWTvU+cLyTVkLS0rz19vvcf/0B7WxAmgzIMkcUV9QWOhs3OLQ9WoMtEhlTLC1CGeKsRdoZ0BOaRVkzSDosZiMuTt5jfPaAzc0BvX6Lj37sFra+yXg6x9mCVhrTamc4L0jilKO9Xep+8PuFkmKRM7o8QwlHKxK8/8YPObxxADJBR560HTOgG1pWkQycXtmm8BEXpwseDCtOh5aq8ZYWKKJYY+oK2SQdrsRzcNWiC0XYSlfeIAvNf7hAJ/LNzaCags17CJNRBpRdBa9KHYWODKIpuAMWRFEUxHEc7gfnWS5Kzi4WvHl/wuk7r/HC038LU5QgBa4paGWDsMjmQOwBseIVhlfwmA7PP1Loh5r8akNYc/XEyk8zoFPB/3RFevxghm2uRzXIMOIqucpay/HxMf3BgDRJUFKSpSmq6XoZIchaGUmSAA0Vg5Uo1FFXhtFkSrFYMp/O0FGCKWuEsZw/eJ26DJ7qrl5SzOchHIHAt6+toSpmIGDQG9DppGgM1XKCNzmqs4lyCcv5MHgYC0KRqjSmHaM6Gfn0DFVFeCwddQOnI0pP8EZGoR1sb23TTiO8q1nM53R7XW7cucVkMgbvGV1c0up20JHCWxBeE6uIOO0Bmm53EDQgsabIcxAQZynOOo4fntAb9Gl3OhTlkv3D62TZAOcVxjaC7SjFe0W3OwhIvTVEURJigqVgf3uH2TRHNnzNEF4ReLP7XcXP3JR8/d17tOQe9y9rrvUVmxtdDrZjJmf3+daLO9y5JbixmZCmirwItp4CT6vT4dbeDSIlUcI3e0zj9y88sfbcvt7m7CThvQdLZkWMjzN0luG9YTScfDA8eQ/eOvwj9yY0jf6m2+MeK35Dsewbhwh8ACbEI+h58LZo7uHGy/fKAs43wtQg5FdJl87AsZie4+qq6f6Jq4vjip+76opZG7oheSWQx29y/yu/SRK1qaYT5osxi/E5CYZbt25zOZzgm2TZKAkCWFs7TOmZL3P6G32UkBwdHrJc5Bwe7dHtZEyGF3jr2D28wS9/+ZfXQRp/1hBCIhRsbmxRlwWmqjF1RRJpbt645Jvf+WNOT8/XXusrgCfQfRpBsXNNkdIUnU0ncN2ZeMTKchWuYW3oYvS3t5nP52vAYEXbKvISqy39jS54hTUeqcIhxjhP5DX5fERVzmm1eygMVblA6BglBctlzsXlNBzytAIRB7RarCnSf+H4qSiMpZJ02ylpHJElSViEVTBJM024hhTBoiykzqyKJUWiFJGWJFqvIR1JQFqVDpvzI2A/3f4WrVYXbECOlZQUVR3amk17NDRhGmK+B4RDiUD2f9z6JXglRzoU5M5UGBW+ppRGSMV8OqM2UBWGQa/HssoxpsbaiqpYUOQlW1tdFpVDtiWxSh5ZbMIVKaWIkhjrLHVtmExnvP3eA17+0VuMx5ccDBK0EiwXRWhh1hV1XeLxVKUmiSO8AFvnGBFiLIuyIMviEJiiI7TSjEZDirIIr9laivmccrnEmpqd3UNMURJpxdHBHvvbm5TLOffygsoYDAItNUYGKyyHwEmNTlP2ewNiqdiSCcfFKSJq450PVmHWBMpLFGyPvHXBPkyEBc0273MSaSKlGt6YxOAxhMXRWblezH7SY1XIrXx9tnd2iQ5ijPNUVc1wOKGoPMWyQvrAo8+MYzPZITcJyzIlLy2bWzGmkFB5hEoYbN1g/+BpCmtoKcXF+Qm9Tpt2u01ta7S0RBoOdjLOGXG022M2HRPLnO3NTfYOD4h1QlmWHB8fY6zFIRiNZ+A8dZGzXCzRcUy71UL4gOjFzUGzWs6YTxPOLyc8/fQzLMuSdqdNUVuK0jKfWk4vDA/PSi5OxkzzGiuCu4GUCkHTMakqJHrdcn08NCQUYKv2pW/EHUI8jsD45mDrEVc+xE37U0Dwym24ykI+gsI2C+Eq6jhSwWbLGstokvPWvQmn75/xtT96iZ/5+DNIXCjCm/teiis3iaty+C8zJ1ZUCbdGXn2z+a6vbVUcrwr9D2CEfUuu25zOB3W8FIJut4sxJlC7CI9TQqDbYQ6ukKEkSR5LzVsJnF3jq7rIl+SLBaPLC+IkDdZrnYw3R6dMLkfEWUba6lIsplgTDsTGVdiqxLsKqRXtWNGKBK4sWJYlKokRStOSGlPnSJXhiyZ8REaU8xjbjplPLhnmM7Z3t0mPriGEoaqDdVZZFthiweHBIbbOyacjpHe0WhlJlgQ0vSgZDYdEaULWbiFRCCuwaKI4oywrVJzgnKf2InixNsiljmOiJEUozeZgQOU87d6AVmuDfGnwwmEq1xTNBYNePwRKKbmeP1GSEFkoYgON9VWYT4osa7HXt/SeHjCqL7h37x7vRBsMD3tsJNt0t7cp7o/44+/+kLm9y2QZsdGtaauayHm0EERE3L3xBEZWV/eL9yAcQgUam/clKIgiTdq5Q7p1nbjVQamCx6KYf+KTN0xgL1a0tEe9c/+k33gomn2w0hMC4ZrFwTvWISCA82L9XM7ZZv9ZHXqbQC8UncE2SngW0yGmqvANfcHzuJvD+uc3YNtiWdBqldz/zld44s4dZrMpkXPsd1ts3Pwo12/c5JUfvsbl5RRjQhiREAotFRLBMi+YT5f0+13+xpe/jBC/zVNPP8kTt28yHQ0Zj8bcuPsMB4eH6y73nxzikd+h0+piNndYzBdMJhPqsqTb3+BHr79BWVbr65mwogAAIABJREFUNWs1/6SU6AYtrut6bYdG816tOux/5ufmrh5vjCHWISk0aoANY0JioJCgVYQxdVhPlEcqQVkZ8I7333mN7d1DummLytQY61A6uA/NFnM6nRZlPkbICIQMftdNQ+EvYsb/VBTGkVLs9HskcdTYMgXe6rJywcaLlZm3R0lICBVpJH3gF0eSSImQSOdDAlCkQlGstAw+nUi0kPQGm7Q7vSY6+iqFZUVQX3E8rQuJds755pdDNujO1Qk1vMFaiWDALhseswwBI1VRUOcFyirqosJYGI5ngVMbQxJ5KmMZzxfEMbTjDIlqLFYAH1o5WXYVhmHqkovLEa+89jbvvn+fL7zwJNZ6LiNJURRUdc1kMqEqC5Ikoi5zlrYiilO8NxTLkuVigpCSVtYj1gpvDXfvPsFrr77M8PKS0fASW9dID3WR00oSbhwdESnJoN/hcG+HTElOljOq0uBljFMFilXhE9pLyntiF5w9rHKhMK4dWaKo65rhZEKtNVVVkSQpG2mbsq5DkiE8coMJpNZ4Y0BIZBSFKEwXNrm6dIhYfiC4m8dT5CVKRlhTEycx6SDQYra3b/Luew84O8vxREgZU7sadTbjcNEjTq/xzIef4GJ0zmBzEHh/1lPnJZfnFwwGPVQsaHfauN0OB5sDBq02ZZFzLku63Ra9lkXstLm2/zG8CrQfW3umlzMW+TFRpPnud/6YuJWytb1HkqTUtWU2WzAdnqOk4ODgiJ3tPoPBFrY2aKWJdVDiv/36ezz3oU8wm84pK5gsKkazitHE8P7JnMuJxdgSiSWOgj9v6NcKalM3bfqQWGhdiOQU8mrzEUKgdCgGVglUa76fkGuu7ipJCX+FVHgX7AatcKCCaPXRBXzV1my1WkF0kiZrD/LpdMn9kxFaJ/yT//WfcuPGf4VyBmN8aDF2UjY2emEzXFEzGsT3T5kEV+rtZr4+Oh7z8nQrNEqAE3j3ARUW4SKw1pEmCUIKqqoiLwqED8JHpRTXb9xYC5fCt3iMtUgREHweQdHXCFvz9yiKaLUywDMeXtJqt9jotzk42iKSiovzeyip6PQ2sawSyEIh4E0F3gbRcrGksDVlWWCMITHhOeMkxO1qCeXMYBxYFYfukZmzOHmN6fiML/6N/4jNjYiFsSwWBeXSMRqeMzx9l4ON6xSVxVu7FlzZ2tDtdrk4PsGYmizL8F6g4xSdpVgvKMsK4y3LsmA+m7OxMUAITVnWjEdjWr0NNrd3SVsJvcEmQiXESQepY1qdBOsd1uUkrRbzIscJQZK1SdIEKRxKWdqdDpfnQ7wUOGupq1CkRFrQSSVJYonSjL/12Wv8b//iDynijPujDm+amE58k72jmNdeueDNd/d57X7J9qblI7f63NoaYBxUI0csSqK2C/unFJjGjrS2jnlRMRnDg0lMvPMx2jsfQ2d94qQmSxXdVvsDK4yvKEnQVLjrwlU0RZtrAmHWdAbvEY2wfwU6rXzgV3N4ZRcGXH1thQb7cIi13qHaPTa2D9E6YjmfYhvvf4NYU8acCym6gZ6p0Urj8cwWcxSQtTI2twZ02i0Oj464+9TT7Ozuce3aEfcfnNFtdVFphvOaKNYI6fHWMxkt6PS7/NKv/DJlXXH37hM8+8wzLJdz3n7rLZ586tmGUvL4of7Pfi8VadJi0N9ke3vOeDgiQ9FtZeTdLlVV472nKksMAWjI0ta6uK1MHbp+awAgjB+fG9456qawllIyGo0xpiZuLOWcDwK9LMtotVOquiBWDqXFOgRN64gir8ALvv+dP2Jr55Bnn/koUZxiy4qyqjEuiB+7bcVsFCK41xQX0Vhy/ofgSqGVotftonXYKI0PN6d0DosgRTTUCI8WIfEKL1A+WFcpLZuoQdW0BQWR1gGalyFa2aFBKaSKUJHCe4czfs2jy2dzyqLGG483wfJmdWMIFM6VWBeI+NZ7XENzwAUP3l6cMRMCU1ZknRSlBMenIy5PHnB97zo3jg6pastiumQ6m6EiT7cTUVNjopie8dStPk6tfm64rlTHtDutEBNtKmqTc//BMT949UfMLk750id/md/8xosUpaGVtnhwcsJoPKHXzdjb3aIoKpb5Aps7tgYDzi4vEFEQHNR1TV1XmDwnjhSdLOX8JGc5m7GczvDWkiYJg3abxWLBwdEBN68d0W8rju/d5+HpOcuqply1WIoCJ0CiQDqUMyS15eH4GLG5w7IwtNMu48WCB6dnZE6Q9HtI5ynqkkRKCueCKtz7dfKOTmJ8kdMddFlaT7vTJxld4O0kCFow+OVP3mgewFnBm2+dEamE8fSCrN3m8LqmsgLI2Dr8MIvxOWk7Q+kUQYR3nrxe0E+7WLtkb3MQjOkF1D5nMT3m3VdeZFkN+dmf+xnufvTTRPEm1bxEVgv67YhBd4/vvfYO/+/3XyPr97l+8wjVUkEMWdecv/+Ab3713+IoSaKMa0/eZmbbnI4UeV4SqQ6610I4g3EJi6Vl0G1zeHREO9lgPqpoq4K71z/KN158mzffvs90ZpkWlrw2OB+KI1sUaB0sjWrboAk6cCKtC4j+Soks3ZV1z4pbthLIrBbRlQdw4AeKxzivPmQOI7zHeUtlKlAJCo01DmssSusQIR7HGGPI83z9WcWRosYFceSyJp879nsRyfYG//3/8D9RL5bUdU130OETn/wYv/zlL+KNQUURtrZk7Xbww1w/o2+oT1e8QmC9Ka5ezxVydIUYhwO4+FPr7J/YEIL79+5z89aNNSDR6/XQSrFYLknTdC0CfpQS4gGhFMZakiR5pOV8VTgLpTAmJ0o0nU6H2WzO6fF9YuV56sknuX3nKRazGcfnxziv0VGw9lNK0+/1qV3Ncj6nt73F2fA8GPU7h5Iy2IWlCWkckg6N9wwvz5nPc2Tcor9rqOYP+L1/+U/561/+69x94i69SDOd5FxeTJnOK6JI8for30XVlzz59FPsHRwwn82C/qI2TIslsY7wvqauDOfnF+g0Y3Nnh3anQ1UY0qwDIuHgcJvtnS0e3L/H5eUFUV7iVczGZofNwSZpZ4O02ydrdUiSDFNbzi6Ga81ImqZMp3OcE1jjiHXwzZdSUpsa412I2zaWOI7JMo1mCa5GaYVQjv/07/4cvrL822+/wR+9ZSkPPs1l9yPc/ZTl9K1/zvBySXnz0wztDt+6n5H5JbWpOWhf8uytjL1BAspRGcFk7nh4vuCNhzVzeYjY/SiDm33i5TFCGrI4RkegqD/AuRtokFddptWZtUGFH0EwBayLZAAceNmE+Xi/piV755p5ZpuApEd7yKxT4Ly15EWJjWOOnngObysuTu4zPHmAxJCmKXmRA8ENC0IUsqlqRBRTW4/BsrO/zRO3bpJlKQcHBzzzzIeZzHKevPsEL3z8eR68c8LZbIH1mixroZWk220z6PbWa9B//Ku/ul47u/1NPvrCxrqT9pceXpCmLfb2D4nTmH6/y/333uULn/8c/9e/+r8RHiIdPIYlAaiYL+bQHKa9v+rsiUdoFQ6CeH7FtW4+pNU6IiCs7XgmsymI4JghhUBGiro2tDNBrHVDpxDEUYI14XqW8xm//7u/xbXrt7l+7Qa4KefnFxyfz0MMNI40joh1jBZR+GyFIHiY/fkL709FYbyKZ12hoo2fDAhLuxFhmbpuIHwZhHcChHOksSZeKQoIb3SkNVo16mpr0UKCr9nZu0OSdpBSIZXCeLu2TzLGUDuHMXWwCvNXCXdVWVEUBc5Y8JZIQS3BuhonQvtVSEdVGUxVU5uSi/ElZVEgrGU6rHj9R/fp3TiglhGTyYR8MUNoR9SN2d7tk2rBFwY7AGubGNVsSp1OB2stZZEzny747itv8vpb77IdF7z46suc37+Hv/ZhEh0RK0msBWmk6LYSullGnsXUxZTxdMhsNGVne4fa1kwmI6p8xrtvvUWsI955+82wGJclUitUEhOlKXNveff0hE9sP8Ph1oDxxQnHD88YThfhRFtVSClD21xKlBI4obBOsCgLcpOT2Ih7kwv0cs5wPqEtFacqZjkZcf3okJ3FktpWZFFCmqR4gvvIyrYuy1J2NrcoKkNe9Bm1u4zPzliMCoRXCAwfBMs4ilP2bj4HXnBw58NUVU5eFPT7A/IKnKu4GF3w3NGzGOOYTSaMxyMentyjmwreeueHfPKF5/niL/w8/XYb61Kquz0+9+kPYV2NFZbRfIZWBZHUDLptOlFElc/5mQ8d8ZG7txmW8Mqb53z722/w/sMLnPds9jLa+5/BIjkfjrl8o037AowpKfMcZ2rOz07Y6PfQFPw3/+gf0I8V+WLBYjbCY5kWI/Z6W9y5fsg3/vh1Ti+meFOC8FgV7tdVS02IFQZjMeZKuKWkREeSsiofE4JIJYliRd2YyYfiUq0LSgib1iqm15jAVa6qunGICbuhUApnAv0iSUILfNVSrRvhyApxnk6nKBUK9yjSWK/QcYJMM6yRRDrGIamd42vffpWvfuNFbDUDJL/2a7/Gc9s74Ax1mWOMwxOhoqaL5B9Nu7u6/hXlIBwErpAuZwPibZu15oMYUkpu374d1lJxhXRZ55BKhYPNKia2QfhXm9zq9ZVN+IptNjohZQgp8h6hBc89/QSn90fMl4FCNp6OOT455tqdu8yXJWejIdiwjuKDkKquirA+esd4NHqsJS0F5MWCyWyOqR0+Tnj2w88znV2QpAYdW2w1IRYV3c0NNre2ONjpc3F+ynwBCkdVLpgXC3Y/9DFefulreOd46kPPknU6TGczHj58SOU9H/3Y83zjj75GVZU88cQdciMwCIra42XM0eF1RtM5y2KJcVtknR67UUKWZSRJinOO0+GUg2yDw81thFIMRzPGozlxFNxmBoM+5WlBVVkWszl1XhBHijRTxFFG2m4xPR9S5BVGeJQD60rarTGTac2gk+F84zqQaJ64lnC4saS/fcz/8uvfYXTzs+y98A85UBEXc0d59iMePPgB5+MlN+4+jzu6zvwkobvsoWQLhKJyhkLWZLsaaXJefvE77O9uUG3c5NO3BB/ZX6KkQYkPBoxY3W+P/v3RP1c+4Suq0IpqsQKcQsbBCg32eMe6mHz0cCfV4wgorKgmkOc58/mc6XhKrz9g6+gpnvr457C+xpclxXDEcDrCmAq8oSyWzGYj2lrSTVKe+cizPPfsU1y7dp07Tz7F7t4eRVEwLQq2toOvdeXfw3lLu9Vie6tLv9sJWqbKBo/mP0Xv8CjI8JceIgSKJWnC5tYWSoVO0OVoyN/+O7/K17/5bR48PG40XOAsvPjy97HGEsVRY5v7+Lrtfqx7BCGMSjbXKKWkKINNW1EU68euRNSLs3O890wnS9I4OHTEccR8USKEoKAgiSLyxZh33/oB3W4HlXSRaUaspnSyjPdnM6q6xkuFFWC9BS+DzexfkJT7/6swFkIMgP8ZeI4w0/5L4DXgfwduAe8Cf997P/rzn6gJU2pwf+tdQA+0JBKSqq7W1AeaCEYlFLHWQbQnJBX+sU3RrXzrGtqF1tDp7RDFGasMc09oya6cA6xnHcDufEC0VvefEALjbIiaFh4hghWalqC8w8eADzdd7S15WTKdTIkA1cuYminL04QlCkdNt63Z3Gjho6Y9qwSKkFBmBQTiiEdHAXFxzrFcLpmMptx77z3Ozi5gkPJb33yFnslZJpds9bpopUN6k/RcnJ/ivaDb66Oc4ORsjk5bLLxjPpvy8P77jC5OcWVFtSxw1iCEIMsyDq5do7e5wdnxMZPhJbbMaSeahyf3ePWHP+Lt9x4wmpVUFmyesyzLQLQ3hliFONi6tlSjMRU1Fzbm1tE+c68o8wl5vmCWtEh6HYTWOGsoqpxERZR5HsIAmiALZwwRgm4r42B3h6pyzDZ2GF+OGF4EzqzSYP8KAMa/q7k7m83otqN16AtVSTE85Y3vfxMROb741z/PX3v+M5iy5utf+SrbgwG/+rc/z2hZMisNvvoSla2Z5jmLMkcQ2rpYhY46yCTmR6+8xssvvcR8MSXWiqdu3eFXvvRL3D48oLCwXSzZ6d9gZzvmB2+c8qNXH/Dm628xy/8/6t4sxrPsvu/7nOXu/632ql6nu6enu2dINsUxyZEUWJIpOZLhWEFgGEgQwBGCOA+BkTwEiKA86NUwkge/JICBIHCA2EkgZAESQKEkS2JEyoJEkRQ5+9Y91VvtVf/1LmfJw7n3X9VDWtSIIym5g0F3Vf3/t+t/77nn/M73913G3HvlNWSyiYo1Cyq8tTgHxsJoOMLWY371V/8TZvuPmDeetVHgHJcLSzWb8tWvfoN7n/kc/9kv/T3+q//un/Pw4Smx1nhl245MRNNOZl3bMtDIPPjQ9XHGIZUMrHDfOnTgn4tHvqgW7zarnbel962tmQ2CESXbjo8P7VOJJo7jtjAWWGepqqq19wnFnDEm8GjbzZZsvTgbY1FIECp0lwhzQaITRJzQxAXee/6b//afUVUGLQ2DYcaXv/gq//bf/rdQkce4ElOejwnv4SJidT7mAhJ+0TT/z+Ob/KnNu4S2KOJcrd8V8VEULedFpdQ5hcV7yup8kyNEiHYNYESwy+o2IjJWTB4eIJRDRQprHYv5jPffexcdxZAMSIsBMba9NwGtW0xPkW14S9MCIuf8ZYFFsliUfPjO21x+6UXwBuscWinyJMZiOXz0kM9/8TU+++V/k++885jB2hYTk3BcNlQuZWdtjdeP5kwWc9588022r1xuXR+Ch+3p2QkP6orNzU2OTg4oyxm91UvEvRUsGi/h5OQE6wxC5aF9mxUIHeOcYzafc+nKJsXGDlev3kCriFFPkcoc6RxVEwCV6XRCkgQHjDRNydKUSAuSVLFYlNj2XsxmCyKtka4kE4btUYQzjkePHnJ8Nmfn8hWSPOfaC5eINFgh+S//o19gEdWI8SH/81e/RS+/R37lHms3XuWzkafXGzAnZ1odspgvcGaBNUEklUQxSlpEOuTGqz/Lit/jr99uuDqYEosaR0hM/NexWP+ix+3zWh+x/LrjwHbjuNtUnWsYWtTX2UDXWtInWxqmeJ5jfNEhRyqFN2aJQiulkNozL88Q+448Uuxc2sEXferhiBV7I2z2nA3zjnNYUxHFnheu32BcaU7mjqOzOU6etOCfoHGGpqnJ+uscvPs+Wxs5Zmg4ODxkfW2F2bhmZa27EPzZhA8/7Fq25b+OYorBCpe0Yjga8eTxLsWwx5tvvcMbr7/Be+++x0u3XyKKIn7h536ODz/4kA8/fBBEdM9RUHhuPu8OLSW9Xo87d+/w7NlTDg4OgvsLLO+fUmopxKuloDaOyhiSOCJJIkbDIc45qqahyBK+8Ttfxdaev/bjX+H2C9fxixkLJ8nznNM4QiYxDoF1tJztH37BflTE+J8Av+69/7tCiBjIgV8Bfst7/4+EEL8M/DLwX/xpJ+naih15HS/QSKJWSYgQIc2trvFSIpRHCEuko2CorSTS2SWa4X1QL4a2myR0OyPQUeDdtCR8Gr9EPbz31LXB2yo4OnTtGBt8BRtrluR8Z8EZF6zfrGNRVyyswfiGsikxVXC4kHHEYmE4nC+QQrGYLpgsZmyu91gZDIkjmC9mXN+8zKXNATJWGO+QQqKlIkkSVlYHrSDFslgsOD495fjkjEVZUbmItx4fMH7yIfkLgheuX6HopYyGGcfHR3z4+DFZmnDp8g7/99d+l9HOC0RpgvCeWCkGRY/pyTFHizOyKKHo90OrrshI0gRTV6HdEaf004yPPniX2WzGvDJUi4pqOsH6sKNJlaQCcJ7KEgr8RYU7rCCGZ+6QfhyDAp3mjJ1HVTOyKkZ6iNogDyckcZSHdkybOJjGMXVVkecJi6qiSBOKokev36dXpEync2QUwSczbPtUxq53NRt9x9rGGsIbqjKmahJ+Qt7A+2C7XzUGZxxCR1TecTI9ZT63GOvQCmItOD4eM1/M2Hu2x9HhMb3egF6/x9Vr17h++TKbq6vths4iPTx6tkeW5jx4uMuNm7exXtBLcz575xbrow0EhtPGkQ17uKohihNssyBKI5w21BX85GuvYsoTvvY7f8CXP3OVQc+zs9EjjTVvPnuP3/nN/5Nvf/MJP/s3v0w+MAz7mjiPALX0ZjZNg1NyWURdLPSccxhh2gjQiCiKW+pbJ9ATGNsQPEfPj04sFzx1DRDaaN51KVMSvA3FEyHVst/rgQoItBLnE6u1dpnEpIRGqPBvgg9ONnbB1fV1dp8+7v51LmJEcVtcZ0mCL0Aoj/eGP/rj7/Kdb7+FF4aT02P+zi/8Aj/+2pdJ0hSDxThz3lrsxop/PiLa0SLGn3xh+1TGLu3mpUPUukNrvSxIw7xYh/vRIsqdQX9HcYmiaLkhouV/hwUuZri2hlQPKbKcerGgqSpsHNLljHV84dUv8eDtt5nPx3hvcdZgrUG1Y6mXpPTyjI3NLW5e3WFURDzee8o33/wIqwXlZMLJ4QFFFONUABPqxZTKw3/+H/8yUS9nNjkKCFVZMjkdMz6bIHC8/Pkv8OD9P2Iyn/P02TNeeeVzfO4LNyirijffep3J2Snf/dYfkyQxvcGIul4wO6zJ+ytsbV8GGZMXfR7s7lFWc3QUs76+hZSaN954nRfvrXHz2tUwn4oaYWqaxRxTl+H3MZIkdaRRDIS511obApiISeMY7zyTyYQsS6itR0tHFkE5n/Jo9yPu3r3DaK3h9Tfe4OaNG8SjIWXlEd4ixYzIOEQOv/jz94lI0GoB0lBWht39h3zvcYmczVHpAGkKpA8bRK0dK/2S+9cK8rREiODMZLE0tG1x4T7p2P10xm0nHrtQEF8slL/PAtELhA+8R497/iz++a+7Z9/5C7HPtCiyMUjrgh90W2S7KqS/TswZ79UVSivWL18KQutYB2/wVs3rTNiwp1lKIxJ0MuLRkzOsecbG2gJBzeb2+pITOxjEbK6H+HFjGm69eI3Hz/a58cI1ypklKYKAsDWS/XPzvS0+mA14gtuEFCRZRhzJYJ/4zrv08pz7n7vPSy++RJ7nfPf11/n9r3+dfm/A2mqwSptMJuddp3ZD0mk9pJThmRbB9nF3d5cnjx8zWlkJAFo7RwshcV5gbJhn8AbnJFUdXH2SLMdYS57GqKJgMpkgpeF0csSDj94hisM6cHR4ivCCNCnIkjOkjPBWggqWi1rEf+o1+XMXxkKIIfDXgf8AwHtfA7UQ4heBn25f9s+A3+GHDvRAeu94h0oIdBQEaNYYsjjBh3KfSAgiIYiVJtEaocPkrdvF1PsQIdw9GGFX51i/dJc0KdoYU4uzFmfcchGujCGSntoKnG8fkRb5sSYgEs8t3+0CL2RoQVpnWnu0UDBrJekPCk7FHCkF1huQNZvrCTdubHDj+g4r/QwtHFmS4LylrBeISKCkIksSRv0+qyurWGfBGBbTKVVZ4UyDxCK8o6oMCx8xSuJgNi8lRwdH7H70mOOTY67urPL+ew+Q6ZBer8eTp0+pyxmJDoj7xsYGq6urFHm+VIYeHOxzenZGpDVKQKRhfaXH/PSU3b1Daks7eSuMdUgt0FlKPZ+HDawFX1tCVoJANYJa1Xw0PaPae0YzX5CoBJUJoihiPJ3QLBa4Xh6UqFG4/h2hH+9xMsQE50lEUWhGg4L1lVVORkMW0wXZSk51Ov9LH7v9Xo8kEdTVFCdapwwVgVBELRKRCMXc1i0yCru7T/n67/0hKxvrxIng8uWAVmVkbG1ts7a2idYRQliMqQCDkMFTWBKEifPS8MZ7jxiurPK1r3+Xk9qTjFboDQbUsmQRez7/6pd4+uiEg5PHbGYJyaBPVZccnh1iq5IXrl7nt37nEcZMmJ8dcmsz5ezaBnmi2H20SzHMOR0f8ODDZ9x6+TPcv/c5jg4XPHryjCTPzvmzNqAxkY6QbZHkWhsfFevWczohSVIgFIcdmnOxNb98Hyw3uFFbpAWBrAodHOdQgBKSum7Qwz6GwBVM8xxnDHVdn1Oz2vMZY7C2IYoV/ULTzyqsLNk/qZ5HdrvVvtPctIWsXIrvQkE4a5q2q5TzL3//D/nD776JtQ1ZrLhyaZt79+5x44UXmM9mWGuJkzTYR7qQxGS9ozbmY23hv7yxG+6FWUZVdwuY9/45b2NaYYxvi/ruHnXe06ZF0aSU0F5vDzhrWZQLDg8PORqXZGlOmg+pqjmgWB32mOoYle7i55Nz/jLnxfmsrmisZbIomUzH9Iuc8XRKY0ALT5ZlYBaU8wW1caRpj9XhiCwfsn5ls/XFj3nzg2eczB2VqViUp/TTmEtXtrly62XKo4d89OFHSJlQWkFSFByfLTh6+pQsyxgOh8RxTFM2WGtYlAsmkwAK7O/tM9p6gUUlSJE0jaE/yPjiaz/Jrdt30BpoFsR6QS+VpCNFplNOFoKnpyXjkzG9ok8SxUynEzyCXq8giTJm0znGeqz1RDrGm4bVAnbWJanIuX79OkoqVCx48dYt0jjmow8+pGxq7ty5G9wlfNjG9jOJ8A4hQuBBFkERa3Y2ejT08F4g29Q4JxyoQFNazRtkYzHStUEarcWg4BNRgD7tcftxO8Tu/+6Zf+559rQd4tCFAJZ8Y3F+wucsyS5SA5bnobVu8+f6AZzD27DBFNYyPRszXF9jZ2ubjc0NqkXJYjbHmgohDM5nJHHG5voao0HOPIFFM+PguCFLYvTBFIQj7yVIZyl6CUfHM/YPZmh5iqJgfc0QMSOaRTSloL8SkfXPOb6ftEAWAoRv36egMp5IJ6A1a2tb/MRr/wbXrz1h79kek8mE+XzOT//MT/HVr/4GzuWMxxOm09lzoudubui6R4EyFsTS8/mc+XxOUfRo6oamaZYo/cX7281BS8cbBKZx1LUllg7nG3q9HuViwTtvfI+ytLx8/zXiJEMIQV1XKCVDWFTraCU9+Kbhh5W+PwpifAM4AP57IcR94JvAfwpsee+ftq95Bmz9sBN5PMYaOsxYyS5qEJRXLW+NoJaPJHGkiCKFjkIg6IMiAAAgAElEQVRL62LLL3DdgisCrQpReEVvtEEUhQjekFIlly3a7kZKEYj1Ie3Gt/tLD+qiaCiYfYfWS5jIXcf+70hKInD00jhibXVIbR1l3VAMMq5dWeH2zUtsrI1QwtPPEnCe2WJCpGK0joi0ZtDPWVsZLX19m0XJYjYLbhGAjjRRmqLSHusbhlExxBjDeFGy++Qpj588oVrM0b7kbFaRD4b0hyPm77zFwd4TJJ5+ntPv97hx8yaTyYSqrhlPJpSLBbPZLMRSasXqygoez9HZKZPJHINEKBWcIlwTlLzKtfcvBJBgPKIO184JhZvXTE4PcNMZwksUnthBLDXWew6PD0nyhKzXCyIIFRw5vAgtkCiJEa3YJ08Tiiyn1+vR7/c5Sk9RyScayp/a2FVa4bzFGIIPbmMZTyY8ffKUcj6n3+/T7/WItGZrc6NNE1NcvXaVJE/w2CUaoaQiz/OlE4r3YVw621J/HAH9EAKLZTGzzGvL8fEMH6doFTFvHDUxl6+9SN1YFrOKSLW+vAKiOGJ1dY1IeI6ODlksKqr5lCoqePJ0zGIyB79g99F7fOs7f0xZ12zubPG13/4jzhqJVBrnTbDZab1VoY1ThXNfS9r24zLcxNE0VeszLIIFMaG1ZYxpU6vOnSrCOUN0NVxQoYvAQw00owhfBfulxphg2QggxNJ8PkRMGzqfUqUFvTximCsSsUA0c8rGhGCQ8wnpwpofEsIEISSIlqcohETL4KetMkU5r5lPD4PKWgqmp3OODie8/r23mUzGXLlyhc/fv49UqvWK9S2t4hMTjD+1sdtdq+d4gBeKg+6QrTvIkkcuzguDi4XyUvndFg62nRa3tjc4ne5irEUVPRIpqKsavTrATKaM1reZTk6x1SKENy0TAwWz+QyynMYa9o+OOTqbUBpDoQQbaUESx1RliW1qrPHMzJgky/nb/86/Sx5rnLMY6zFOMZvOqGYLkigmzzSR02xuX+aomTA5OmJ39yPS/pBrt+8yWt/kwftvEkcxzlnq2pAkKTIWCBXRKwoOTsZESULRGxCkPRInJF5FjNY2SbKE4/2PuLwSI32FkRqBpIiC69Ghr5jVBhMHipHSOuhf2k6p1JrJ6TGe4M2Krcm0px9LvFX0e8Xyuo9GwWlpZXUlxBAbw8HBAZcuXwpFhujQ0JByhxCkmUBnLb8f8M6EeQeCDSYeJSwoRyQBYYPhjAqfVXwycvynO26XRyeQv1AcE+YhsXxFNx+FB7vz2l4W1+3rnqc9PS+mXfKPl+fzFGnC2soq4/GY45MTkiSmKufUjWG2qHBHx9i6wTYNcaRYHa1SFAVPHj/h8HRMXZWMRj2SJCJOInr9HnESs1jMmYznVHVJnicY53h6MGNRFyg9Io1OWewUqGbEyrqiED50qJwjimKW4t6Ll+ljxXL3ecLfO43I+WcLDjyKJC/YvrRDXuT0ez2ePn2G1pp33n+b2y/eYj4tmUxm9PIcISXT6bR1Tglzsev0Ae08YfyFpNNlTeWW81CnN4HzsBAhQoYCQuBx1HWNiSLSJAJvQw6Es9SLKeV8ikXR7/c4HpfUjSESKvDhRaDVeoLLxZ92/CiFsQa+APxD7/0fCCH+CaENsjy89158vE/aHkKIfwD8A4DhcNTanKl2Ug43KgR5qFZkA0Ir4lgR6RDrKHVoe15s49pAEQ6+gp3QR/fJkjzwS+jEMXJZEHcIVkexcK5FlL1dThLAEumBDslkyVmCdnppx1QLdKKUp8hTEhuzubPGtSsbbKwOyZMI09Q0tQkFOgbhoZ/nDHsFm2sjBv1eGDjGsJjPKRclEofWCiVDkkuUFiSZRosIDzx9us/TZ8+YzsZI75mVFevbGf31VfI8IUkTlJLMJ2PqxYIsSVjf2GA8mWCM4ejgsLW9ablB1pLnBbapOZvOsMbiZYjeFUqBsrjGQmOWD5rzDpxAWIEwYKUE2+BP60BNURphPKIymNpS1oaTyYThdMZo1dCohiSNkErROAsth5SqBilDfHgcUWQZ/V6fNIs+qX7pUxu7q2vrvPv222il6ff7FEWOMBZb1Zi6xjQN89mMLMvo9XrEscY7x40b12gI0ebe++da1127/SKSGL4W3eBFyMBLn84a+v0Mo3OcjDldOOZGMRis82zvmMWiRAioaoP1njjW9Acjkliz++gJwhl8HdpVZ7M6JAeJmvHU8Nb7H3Jr+z5bW2vU9gMmiybcD3luQfbxXf3FokrIi0WXo27MEkUIIi+LjlQokpce5F0RJoLft7tYXJ+HG4AI1tE6bKyE98FLvEMdZYh9Df7kbWtfKrIkZpBreolH+QbhLL71xn7u8OdPdbv1bb/ffTdshFX7uygZFiSvQ/t7NjdMHjyBB7ssFnOOT2eBXy1YbnayLOXmzVufCHnjUxy7a+trzy2YHUhwcdwFn+lAfYE2TVSce7R+HLm7iPpbLymyhBdvXOfJk33G0yrQWFp6QH+QUVUl/eGI0do2zhqaxQQpVYs8hestW86hB4xpUEKQKRiubpEO+oFXboPgqr8y4qWXP8OPvfoqQnim05KnB6ehu9UY6rIiTTU6FqQkXLt+nfH+I9BTojQNdotpxtVr13nn9RUmR8+obc1IZyRFRqJjlIhASox1DNdGxHFG1NqCxmlOnPcRQnBy8Jj5yRPS0RrKeWxtkEoQSUE/EoyiCucShAyUpCTN8R7qpgk2oz4IkIVWVFVFTy+IZYQgBnF+r4JHrgQV7qmzjqYxIZzGAwR6nlsO4NANdR1H2HdFXyiaBS2CSBCmCRF8w2VbFCPPg2A+ATr5qY1bqePzMbr83Wk/V/f98+4D4rxIDPva72dGXxy/H//+OcEiXOteb8DpyTHO2hYYoxX6O5QIc+BsPmNaho1e0s5589IQxR6tE07OJqyPLqG1JksziqIIgmBnqY3BWsvpeEwaZayu9ChrSdNY3nj3CdUMNg8yPn+3T5ILvKipm9Ax0z4O91CE8XP+Gc43rvAxwL/9S1vZoKXEmOAsI5QmTjOG7fuU0uR5zqDX597de7zz1ruUVU1ZVlRtMi5CLA0DFovFuXjW+6XtWqdVWGoH4LnrL9ogkPDzEOEcNrkNWsVYY3AuQkpPFGuk1Diz4ODpR6xsv4iMc7QOWhQtVej2IUAohFQ/FJD4UQrjR8Aj7/0ftF//GmGg7wkhdrz3T4UQO8D+D3qz9/6fAv8U4NKly947j1ICqeSy4NRConRr2dSiQMGVIoR8hFhdv1yUodv9dIlVYZHNR5eItUa1r7to3dI0DXXdLPmbCN8uuTY8XC2V4hwZcedbTtES+sX5IHM2WHhZ5amahrKesz24RJKnbG/2WRsUYfduHZHSTOYzhLcgHRrDsMi5srnOcNhHa4U1DbXzzObBSirSijRNwEM5mxMNHDIZsKgMcZbydPcjjg8Pkd6SFwXrWzvcunULrxVCePKiYG1jA60k9XyBioLqPy8KytkcU1Vhcej3ydI0GO1jaBYLjIVIKyznAivBuRXO9z1yPtAqROOgcMipCZQI4xDGU/uSs8kUKSDTEaa1j1NKEyXBhB4EFk/UihFdm8qkJUGt2itIs4jJJysuPrWxe/nKNf/Bu+8Bnq2tba5cucLKygov3ryxRNmapsERUGFj6mAz5CVWtAikZ+mM8pyg5AJ0GcaeBN8FW3ikhDSPifOcwybmrHKclpZpabAV4GOMb1BRjLWeuilxLkZohTeO+WQONtiRHZ5OSVyDM5Zer2Dr8h0uX/8sL1y5R7Uouftjr3D4zTdoTBMAJ30e6AAsi+KuUHY++AF3LTIh5bIF2RX/Herc8YE7ukLHsQOPaDesTdMEAV+LLnigcS50EkSg5HTnEIJliIMxTbgPMgT+ZGlElkgiWSOdRyiNbTsY3Zr4cc5iV+yFYvic1/h9KEy34KoWLW/PlcmIg+MzfuN3fw/bNJiqwlnH1uYm/f4KTWP4BMenNnZv3LzhnXNBgS9D8pQSkvOtPm1BfKH68M+d6/uKiW5jEgQ9gjwrKJIpkfTYpqKazfAO6nLGyckxIInihK1LV8E1HD2r0FKglG47DAV5nocx5IMwrkgyhnnK8PoNYtEwnU6xxtIbrXL/C1/mKz//d/DesbCex/vHPDqYIXWG9w5rG5rG4pymN8y5fvMGb3/n22SDNda3thgMh0hgbW2TGzdf4o/2HqGFoLFgakeiYooo52Q8A6lphAIR4myjJCYfDMiLHr6e8fjBu1xaS9AMEEIFH34RwJJIwM7QY6YxjZchJKJFt+u6pjEG70KHJ9iDClYKyGOPdaF4OR944bZ04697Hq5du0Zd12gpKcsKHUetdiPMK8ITui+eQBVsC5cA7nROT76NTAYpdSgwWvBKyU/Ea/3Uxq1OC+99173pfke/dDA6L/ied5RYcpKfP3F3ivD67pmno1OEr5USxHFIZx0O+xwfHWKM5dGjR6GAazfy0nuEMwhvUERoqcjTFCkER4cH4B29XgHCcvfuSxzs7+OdxFk4OjrDmBqHJ4oiTo4nrA41V6+us73tOdib8b13T3l2LDE24m985RZJpmiMByeIozhYJeLw0hNuZehMeXxIk5Vd5+d8c9+t5d1WIlaas0WJFLSJwxoVJfT6Q+I4xRrDnZfucXp6yoMHHzIY9HA+bHYFgjRNKIqipVZYFouy7diFy63bEI6Pj52LnScpz9eE9v6Hz9ZA3lpEGmNIshjrQqExm51gH39A2t/B154oUqRpSlPWQSwsFSBRIgre93/K8ecujL33z4QQu0KIO977t4GvAG+0//994B+1f/4fP/RcENAXJQKdoV2k0jYJxXsPSdj9qjYZqJsAhBBL9bn1flmgSSFRBJ7y5tU7KNUq5ekCPCzemLYYaTl/zrbK+vaGeBkGuXVLWN8LiTVhR25seI8xBC5YbUO8tAn+rZF1KJUgyoakTYqztk9jQu63FqHo86bB4FlbSYgShdAS6zyLxSK0LZuGaVXifZtAlKZ45xgfn5AUPYo4IU4T1re3seWUcjxG6ojhyirXb94kH65werJH7QR7e09wpqY/GJBvbrIyHPL+Bx9w5+5dHr//EKkEWkt6Lee4mk9YzI8ZH89Jkwwiw3zR0HjOiz1rgzBDCLRUCA+mnay6PYYwgScqjUDVHuEEpSs5nZzRz3Oms4osSWlMReLD55MiPGSzMtwn44N3ZdLayTjvieOItCg4a/7slhSf5thN0pSv/NzPth2HsLjUJogATXMuBuw2VqEoJFwUzttZ3XS9nAg6jKLtbngswtNu9sIrrOmiRmuivMBbia8DOiTjmO3tAU8ff8itWzeoG8PDBx9hXI3OFF45Fk2FEBDnOYvFGKM0g/4GOomonOGnf+bvsre7y3tPTvneh485ePaEpjJ4zietbrFZFsRtK16K0K6KVaBbdMrkriCWUi4T1JZCO9cmbsngUpAnCbNpEyZ239EOwqZACEkUx8R5RlEMEUIsuWqBB2jB1ng8dV0Gj95hj6yXouOAPIckRYdyEknS7uLOgzguFn7P0QvaRfk8YKD7Vrhnsm3XhnlNIHRwa4jR+CjBxhnOWiazBf/if/o1jk9+qAj/4jj61MauQOAdTGbzNvI5BBB0HYEkThEIrDVYV+N9CzjIUHh1i9NF9Nj7QAGwziGlxSD5zp98h5OTE0zjaRrDYDBCxwJvYTAYBD64lBSDEd7W2HpOpFOEMtTzmqLXo6pqvLUkUcJwZZP7n3mFrbU1vvHtP2J/f480LfjCF17jtdd+mkgX1E3N2bhk99kRXvVZ1CWVLbGuwjSg5QrVoiQSktHqOr3BgNPTfd58401uO8Wde2vc+9x9dj98k0hLjo6OaeYzRmueYr1AEjNcG1KWDbNFyWBlgFIR2oMuJ8wOH3Fy8hGv3XutpdkZEB4p4nbRd2yvRLy1d4STg5DmJWukirBOcHJ4RpolgU5W1whhWRlmjHqSWINHXtiUdP7SocoJe7bwXMZxTBRrHuw+ZHtrG62jMF9HugUaXIcht05MoXsqvQyiSilb2o/FiRDaJNs9oVb6z1wYf7rjFpQU7bzglxsxPkZ56Dax5wU0S9Qy/LhF1NtuEyLUENITCtyufBSQxSmjlSGHh4fsP3tGpBVr6+scHR5S17P21JZHTx6i+wVrO1eIY49OU4Tw4B15mvD5+5/la1/7Gq/cu0tZw5O9Q+IoIktSxsdH6JYTnyQJkUqoG4Oqa6JIc+Nmny/9xA1OTqZc2txgVh6B7LW+8QpnBVU1XibIiXaNLFsb1SSOl89p1Dn2SLlEvLs5zeqgY6lmc0SStKJbQCpcC/S8+OIttNb85m/+BkorLl/eZjQa8eTRU7IiYTabhTnZNHjOg9GUUvT7faqqWsZ2/yCU3piGLiysK+Y7tttsPme0NUAqQWNdYAfYOlD7tGNytsfazi3q2tHvDZDe0R8OOD5MsKZEyBQV/elWgz+qK8U/BP5HERSmHwC/RFgT/hchxH8IPAT+3g87iQCi1jg/WqbGnAvjhBA44ZccwqVjBC3PrVNGW0vVqb6VwCmHTPskkVqGh3T8lm5S6aycnA284uVDolRQ3Lvz1Koubcu3BYpUikhrFmYBzmFaGkbWi1ld6zMcFZydzXjh+hWeTk6IB6vsnU5YtZZ+oqmspcJTz2vy4YCN9Q2SJME0hoWfh2hkCaZc4Opg5h5pyfpgwM5ohfHhgpOH73K4t8uv/MqvcvnSNqOVFc5OT1nf2OTO3TtsrI1IRM3a2ir//F/8God7T0kizaXLl9nY3GRtbY2HH3zA7/72bxPlPZI0ZT6fUVclaysDbl27wqXVIW+8+R7PTk8DF9k01MbhaIuiFoUQvRyzqEProi0qgl+rgZMaVUksDUYoFk6BdySNZ97UrPgMh0eriCwrwIfAEJXEeOtJ4ojJdEqkNEVRUKRTtAwpWZvrOywOHjP9Kxi7+HNXk/Ybyx9dLK4+/p7zwX+Os7e7wvBe6zlPXJIIn7SvD1CPJwA3UnrmvkGmKeuix0ofTiYzdndPsSZlbWOVw6M9ZtMTdrY2AUFZV1RNTRZFHJZzVpIUQZ+qqTkuDeOyQTQG7yz7pyXffTLmcNIwby2m4ki1fMjnqRPRReEdhI5D297s0OVug9mJMrqCurOr6jYX3num0ylKnjte1FWFlpIoTYjjBJ0klKahrmuKoji3+KlCAmRX0EZRhNaaJEmWFCepJVJEtM1DhAPvGwTnHqE/aNHv5qaP82m7lqu1F4RJvtXAd7fRdu47LTVBhNBzIT+xH+ynM3ahfZbSsGHDL2kph4eHbG1uA62AWYbobYdHi7jVZJyL9rp7LmXYoCgVqAtRHHH37l2e7B9zOj3AlwIZCSanY/p5Tp73g+8vjiRReFfz3usPkCg+c+9LpKua2WxOrCVKQq8XqF/GJXzw4RkJG9TlPr1hj2L9EhQ9Dk72SPKcd997ytxoZpMz9vefMJuekcWate11ev0hvV7Eh29+j16vx9l4EkJ5jEdGMddeeIGzRc3j45LNvKHorTDc2CEfDhEqJlM5B6dT8t6AKIqYL0p2ioShnlOfHnCy/4QX772ITAwI3bqwnIe9SCE5ODzi9W/8P6ze+SKXNq6howhUhFIxUkfM5lNkpJmZhp1iTi/uhc6I6IR0ItDWfFdcPN+96Z6vpmm4fv06UkjeeuttyrLk8/fvIwjb86Z93rp18ePPqhDh2ZZK4ZXCSUmkNXkvJHz+VYzb5aa0Ha8CloFC4dv+uT8//vfl156AMncFtggbRuccyJDA6azDTGsaU7O9vc2TJ08AePz4MeCRSrbPtMR6ga1KRDkmLdaItWBzbUQURTx6+ownj59w7fIVnj59zMrKEGMc88WYMq1IspR+kZJmoQZYWx9gbE2kJWmakCYZWkruvHCVxhumZ1Xg9/YK8ixfCo6FEAEpraoQdNR13S7Youk4fs4W7eJ17YALay2LuqZWklhr4iQhjjW11vQGOWdnp/z9X/r3+eDDB3zzj7/FwcE+w5U+b7/9NteuXQsFeOsm1gGYTW3Y398nzbJll+Lj96X7DN3823UVtVZhE9B2Fk9PxhRFBjLUe7WpqconJDjywZA8v8TR0yOM80T5iCgb0JxN8JjnOl8/6PiRCmPv/beBv/YDfvSVT3quvo4DYbvlEMooWiq4AWKpSKRGCDBChNhPESbtuG3hOgJM37XxvErYufYqsTwvogPCGXxSvTGUZbDOEa1JtUC0zhLmOduXTjTkvFsiSoFzbEgjRVk7nJLoJKLXT8jSBGclw1HB48cPWdnYRFYVj58esJdlDPoFWsG4LkmzlFx4XmlMMPBumvDAWwPe4soS2Vga5xmfLhA6peiP8OWc61e2ufLFL3D/s69wOjnmx770Je6+8gqDIieNNWfjY6SS/Ppv/ibjw0Oq+QwXaebTKafjMbOq5I3v/AlZv8ezp/sI5VgfDbjzwiVuv3CFPO9zsPsYVeScPnjAdFpTmuABqYQkjTRza3F5QuocNWGiBR9cFJwL/OIKRCygkCihMLXDRoY4VXit2Vhfp7EGrRNMHczVZSwDdUJqhA28byWD6G+QF6z1R9QWVjd22Fnt8b9+78O/9LHraZX9F46LfNuLMcDP8bs6tKdtyXu61l13jo8DHeet/u4wMnQc4kaj+inONawMe1y9VODNnK/93lskyZDp2RG/+PN/k8liTCM8i9Kw/+SAIs/J8piFaUiyjMVkymw2RynFaDDEVCXrt4Z8sLvLYDjkaHJGbRqSNhHt4oSmo2gZEdxx8bX3IfPe++AR3E7CH58MhYQsT9vrFi07QEIITNsJcM614T0RcZKSF336/SFVVTGbzTDGMJvNqCvTmurXSOkoy5ooihiNRjgDpycT9DBitUjJogh8jPMC4QzWti4WQoFvx3j7O3YdAWjngjYetit6nRBLRNsh8II2fvTiwvz9Y+fP42P8aY5dhA/G9xDslLzAWMv62kawjpSytcCT4FsamghiS61FiGEmoG3dRtiYlt9K4Mt6IUiSlDRK8M5TzhY0TcN0XrIuPC6RYARpnpP1eljriETEk6cHjHqX2Fl7gd6wz3h8RjmtacQG02qDLFtltVdRXZvxU1/5aV6+/1lkpFiMLVFP4rVAK8/xwSOiCFaGBafHx7zz9gm3bt+GpmQ2mbG1tkEUx5ydHTOdjTl49oyTkyNQguvXb1Id7tJbWUPHEfPpjPn8hNJqivVLrIxWifKY9VGPa+sFka2YuZz+ret8740Pub39YxhhcTZ0Vd588032nj3jK1/5GfLhKifTE9zDB6yM1lntD9AqwhiPMYIiTpA6wSclL17bYdi3SOlbim8rULRdh1U8d089QaRqbFhLIqUwznHz1g2895xNznjzzTf54he/iPSehh/cWg7rnkOrKGhbus6QdUzHkzbZ7c843j7FekG03eGO/vB94MPz/+75+y5Mot7754R4QgSzRgiaJu9ha2ubqqo4OjpiXpZ8+PAhwrruZG1KvKPX77OztcXrb77Je++9zfr6CtV8gXfw/kePibQmjTRPHz1i2O9z93Ov8M4b77GztUm/l2NMw2KxQClJoiNW+wVpmpBlK63rC2S5pqpr3n3wEKU1SaLpFRlNXXNWh45snucASyefqgUIIMxHzjniOKacTp+jv3VdOzj3IR8OBjTGUNUV86YJSL33CG/Y2b5MU1tOjt+jnw+4/5nPs7N9hVm5II41UZQwm86XIIJvJ0vrWAKcP6ggvkjN6rqPFzdoWit6vYCSr6yMqE1Jkmq8EwgnSFTE2WTG0Xd+i2sv/wzTOmExPUFKQZ6lLE5MWHJ/SBrY/yeS74QUiEgGixgRuEuqbck774mEJNYxsQbjPcILVEtDiAR4FdTmwl5QSnvAQZKnGCCmbQfZ8EB5b8PFVApTloGDKByla3DWIpwP7hXe07Sol2l/Zm0bEiAEXnrqKgy6wXDA4WJBZSxVbajmJUeHz4iUo56csq9jxlZivCDr5fRXBsyloScUOxsFKtKUdRN8i63DmJpmUdJLIwwNZ2en7B1VnEzmpL2CrY1XePVLX+AzX/gMHk+WFFza3OH05JA0VmRpTG0bvvXt7/HBW+9iFws2Njd4+ZXPsbG5xWRyxttvv8HG1UuAZGV9jY1hj8/cvsnO5irWVOw+fsz7jx5weFJyMpkBEi2CpZ11DlvX6CQNwSYtxUV2Eb42tP+xBi0kRgvS3ijcmNxhEMx8xbYS7B7sc+3SKIRHEGgakVAkUYyTIV7YyYg4jpjMpjgJxSDnWp6SxDHleg/49b/0sXvOPX/++Lg4afl6wLVFEwS4xHhH0OC3vD/aXbP2WBPaUFEqA+LoAjLkaZEiJzEeLq32WUn6xFJTI3j59ku89e4evd4Wi4Eh7xnm1YSDpwcoEXP/pcvUeGbjISdnJyyamlhpmqpmejbGLUo8gmzUJ09yzp7tQxW6AULKIFiTrQBOCBrvsKZp/ToNXeRnBthIoy8U0h1i3CEK3YdedofaDamSkllVLdFJJRVxlKBU1HKIqyWfslscdRwEYrYBLWOUssuwCu8ci7LGmgq84dJGwUoRtS1Vu0zKCxvnIIpVnAt0cbLl67ngQdwiSh3qJLxr1c+OLkzgOdRZieXmp1sEuuv0V3FIKZZFLHRJnw7rAmooHXjTtO4wbon6XET8A/1Ffl8XbjyZMCh6HB0d8fDhw5D2WS6CT6oK4mFrZhwd7LGtrwA+zO0yZbRzjfr4hBevvMrayg0yneO856x+hHdz0nwVJxQfPXvMtZ1bXN/6cV64/XnS/ojJtKIqDW+/9S4f7R5hpeL4+Jgii3HWMCgKrt+7Q6wgi2LOTk/RSUycFwxW1kPSlIporGB7dZOX79/nt/731xG9PlHeR8cZqdYM8j5pMWJv/5AN79m6PiKPACnJi4zxWc3chA3vW2+9xWAwYHNzk7t373Lv3j3iOKZ2gju37kE6ICIEejhhaBqHqRviOKaajdFeElMAACAASURBVFmUFYlQaKHPebIXEN7nRFUXePLdodt7JWD5rERRxKuvvgqEFLcoTQKdon32uk6LEAJUQpb3gyuHkssiztjyuVTCv7TjQiH8cUT4Ocu19nXCX5DWfhxBFi7UH4Txn8TBUrLrAu7t7QFtQe1acEJ4rGtYW11nPptS1Ybx2RlnZ2cooJxO2d3dZXz6XV757GfZuXSFqLWVnc1m3Ltzh8cfPELimE7OGJ8dI6VkZTSkyCK2NlYo55Nlt0xrTVmWHH50hPeC8emEZDRgkGdMZzPSNCVN0pZK0GCbermB6YrKzqUHQtFctWhy50N+scPQFcnT6XTpvGVay9pYK5JIo4DRaMSdO3fYf7qHsJ7J2Rnvv/MOJycnSKmpq4bDo4ML66PA8zwtrRtr3XExnKWba4wx7e+lUS3wOZlO0VFE1ZQonSHFeedxPJ2SZJLUHLGRrnHqcs6ONaaxeGNxTUOk/uLs2j61QyKWiTPLFiUsnSoiqUh0SK/ztrWykhJHq1zueIG2E9UJ0mzIaPsWWaSXOxTTChqC6b/BN455U+KbYCq//Pe5oGLlYks8fC/8jsHKRiNRyuKFJck0TgpmZYV1DTSGqrbMm3ng/eYpTdTDIahx6H5CPMxRwrEx6IOFug4E/vl8wd7ePs18ztb6CG8N33nvAcN8nctbQ67urLGxtsntz9xmfWPYqliPUToUXnuHB8xnE04nE974k+/gygXXb95gMBqAUjw7OODk+AiEJsl61Ispgyzhzs0rDIc5dbOgnE0xVUVRDDgelyRKYbygchbbqX51RBLFLGYzGu+IvMe3KKFwwVYrkgqPIF7pY7Jg94UP6NTcGT7a3+P21g5lVTGZTIgTT5TEQXzY8rsbD0lLyE+TBNHvo3VEZSx5mjA5+6sIhP7+4wchF8+35P1Sw9SNc1pOu3TnhXH7zhCv3UYHCy9b3lzXLgxtP+M1zbjkncfv8t5bf4JOE378b/wtPvfSNivrO5wehxSryEn2P3iPyekeffEFiIeUdcx86jleHDI/m1NNZtSLBdNWGDcvj/mpn/wS/+qjd/HGhEJWBa5Zxy2OlcY4G6I9nV+2Juu6RmpFXqRLtxnfiWVViIBGBLQ1UgqpVXeJEM7T1A0OS5onKBVss3p5gY5SPIG3a4zBCxuS71zEbFbhfJgX6rpByYjBYIBU0NQCs5gzrwzzTCDpEUeKhYVEBX907xyR11hnMG3QT0s/RBmFFK3VkAtG/+10g3a+3fB0IpbAgxatYDIU92Ej/XGE64d09f7CDuFB2ECJQoigj6ibYIPnPY21OBFoY1qGXa/1DuFFCP2QMni3d3ZLhEX39PSUDz74gPufu08Sx1y/epX333uAMw1KJ+goIo4ijGk4Oz2lyAtGbRStFJI7tz7LUfKYf/xf/3v8b/9DhfQx82ZMVTuqcs76yjWMsYzSa9y6epf/61/9Y37s7C6DzS3m84rj4xMmZUlVh8Cg1bWV8BxVJbFWOCze1Ng4oj9YYbS2gpSa8XiK1prrL9xiZWWF2WzOrZu3+cPVVYSTVIsKmShkHJFmKc551tc32FiJQ+qnDACO1J5FVVJEgqpquHLlGmkSkbT2hiFtUKIlfP6V27zxYJ80EqAjKivDRll4nASRaMrTCanKQxyv6+J3xTmtT/Hc2vncpkuIluF5Ps66TpVqUeQkTXm8u0t/GOxBAYSUxGlGlhVESYJ1HoPFVhVN04Rgnj87WPypHktOcff1hedJeqAVm3VWN779z7lQBF8oy+hsMbsjJG2eP6MXQY8g92nY3tnk6OiAs7PTpdh0NBxydecS77/7Dt4YFqcn3L5xk6ePdvHOsb1ziclkTpL2ePjkMUWcslIUoGQbZiFJIkEcR8znc0b9IeP5DGkbBOF5s+1zNtpaZTadc3y8ADyj0YgyDlz/4WhAJM8pCBAAhySKiaNWyOk9k/EMqRaoOEbXDUpCHGmytMBf4I5X8yqMR+sQ3qElwW5VaYosZ3t9jbPjE7ySJGnK2toaLzrPN7/1beIkC/aUF+5XlzJ4ESTp2m4Xl0kpZUt9E8vNjpaSRGl6Wc6imoHwFEWPOIrQOtja1k1D0cupq5L9Jw9Z3SnYndcYH5KUrRNoLE78/6AwhmASszR7oPWwxRMLFfhlrZewkg6vAs/SebH0fGwc2G6ikBKpE5LeamvRdp6idlGVar3BNgbhPY0JNx7aB6ltcYfixbH0P27xTCFCS0uiiLVHS4FU4KWgrixSQawVZWOgcjTawKyEXBNnGSpTiESQJDr48kYJ87omNRUn85pnB4fs7z9FOsvR6TEnRwccns25fT1nfWuDlc0NNrd3GAwKrAlIV13VqFZAcTwe83j3Ifv7B1TTCa/ceZnh5R2sadA6YnZ2xmQyQccJ1WJOGimuXN5mfWUI3nN6csLxwT5Pnh0xmddMJlOkEtim9altd6BaaZq6wrng4uGAiICI2vZaSt9N9qKduQTCB2P00iq8nYeHvwr2N3GsiKJgcSNktwB4iiSic13RShJHEWW7kCdy9Jc9ZL/vuCjW+tcdwSvlfGwFF5VglPTxt50vdv5C276ztgmIn/KCSjWcHD2jGAzIe+vsPnjI977xDX7hb/0UMsr4ja9/xKX1Lb79ja9Tzw9Y7cFk/yG3732O0cYa//L3d5mNz6jLNnBCerI8uD189uVr7D96Dy0kSZxhXFiwuwSp4GWsYGGIWrFEh2Y514lTTeDOGxscLaREONfy/kF3olsX0EnhLN42aGlZH/XwCHp5j+m8xlgH0qB1EMFKKdBS05gmFLDtdVVKEyca1zr6N3Vwp4ijiLoyjMclp+OK9dWUPPa42iKVAhUsfnBB7eGdx0mHMCZ4LjdN4OEKUJwjv91/QshQMPhO5Nu5qIrvs+FbFjKf4hj8JEdZVVhjAkoqgl9o1HIPu4IgjDvfiukk+oI9X1Cyw7O9PfCeIs+X3taXLl3CtmmkSZIQa02WpggdU5YhQrooesFRwoZ5OFKtsNjUHJ/ukfdjlPesDtZIqwi7YViUJbHqkWiBMBlXLvVZ3xmwMCVP9p5yeHTC8dkJxnvG01PSPAh90iRCCU8vTxiN+lhjWFjLYDRkMFrn6OQUKxTOCcqyJkkSHj9+jNQa4xSbK2tYoSFKSYoes+mMzZ1VMn9KM51Qluu4FlH17YZPScF33nrI/Zeu/L/UvcmPbNl95/c5wx1jzMjhzfVqZE1ikaziIKndhCzLbbVg2AuvvGgYDXhhA974HzHgldtAwyvbaBheGbAhoGVZgixIsiSyRVIsVrHq1fCmnCNjuuMZvDj3Rma+eqRaMMWizybfyyEyMuLcc7+/3+87EMXDLS8/7Bk6wLTL99//nCyPcJHG1r67LiKatsU0DQeTHCGDAOrSKKE/EK7vpfCeXaH/dV/z4tISa/v+dcAZrZns7JDGKQ8efEzTtLz19tukWUqSpBg8pgnBUkGg7rfi9y9zXQWw4RNXv3oJwASX1+fzgjuuT/wu9UvXf5kD71AKVqtl2PudxeZ0PGFnPGazCumNX3ntNY6ODjl8+pSL9Yqyrjk7P8M6z63b98hPM+pBzihPmM12cATXnbJu0FFKXW+Io5iL8wWT6aT7W4Jmo7GWJE1o65baOaRUNE0vUPa0p+fozmlqOAhBF0mShGLMSRyexWrFcr0iyXK87fzzk4Q4VrTWkceaKI4wxtJqjalrvA0TB2c8TgeNhoo0WZ4xHI0YjdZUVcVkMuHo6Ii6rjGud64KnGepJMWmDO/Olf169f89zsvzfGth2neyozhGSUnTNJ1ndINSKVVVM51mgU/f8aO1jmjqilv7Y86KBU2Zs0zyLSXjCzfbZ9avDDA21qGFCJy+TrgCId1Ka7k9UKQIdjdOdOrRDhgHulHgFkdxRpJPUFqjVWff1IdydJ3lEKLgkN3vcS4A456Q7zsOk3fB27FX63ofqlGBRwqCn2xn5dT7q1rXiXB0BEkcgKv0yDhGpxHJOCUd5+hEI/BkcUxtPOerFTQ1jw9POTo5w9QFeRxxMl9wdHzM3u4B6WjAdDZld3/GeDLA2ZZVWSGVwrgQ2xkphbOW5XLF/OyMyc4Ot+7do4kUbdOEit8Y8J5YC3YHOXf2Z9y/fUAkPU8Pj/n80WMOj064WG5wTlCUNVGaUpgicEDpOxGetqmDULB125ET3of3hU6c4w2yavGpDoINH+goxliwhm0UuI5I0hjdK2sJ3EfjHWmksD6ASC00kdLBVkhqEjX8EnbtF9ezF/uz62rBta2UEZ1Y8Wc/phCh83i1uu6dDxJpKIsVSZZx6+VXyIdjxonj1Zu76NjzJ7IljiRSx0ym++wMI9Io5vb+Pul0yHozxzeWREc4rXHeMhvFvP7abd54aZe/+MsfkaZDWtNSNw2NMx0/VgDBL9M7iGSEFwEM96Nb26XQ6UiHbyJ0q7wTIIOoI5KO0SBmmMekiQqRqz7w6uIkw1hLlg54eLjm8HRFVdUkSej0tG3LcDhgsSjCXiBQK5SUeBdEm3EUUTkL3hJHMThH0ziOTjbcujFmfy+icSrQq/oOqO1iq63HykCREAF5QzfiDKEr4eC2BG5yb6vnu/PlauCJ0uGGdXZ2ivewu7vL1vT8S1qPnzxl7+CApLOUuroCLe1SfOxCwgwSwfHxEZPpDjK6vIX0QCSKInZ3d7dj9rZtUZEmiiJM1z1XSpFlIT1xOByilSJSEVEcgQthSP/T//y/Ysp/n3RX4n3K7mSfKq/Be4Z5zmbtiWPPe7/+LjrWXMznrFcLmrrifLmidTBQEu8MtnYkccRkPGFvZ4/1ZsPiYg4ihEe1nnCqC4FxjroJFotYi/MhIUcpRZTmpPmYtrlA2A3Sznn48ClZljLUr5DoUSj8hEBIyWePz/nqq3f5/PPPObhxwHQ6ufY6D/OIJE4CmBFh2KxE8G52pqYuK956eUSk1SWflktqwPMU/Vc/f41m0X8PYUpDdzY3TcXe3o0AkLKneBtCntYPH3Hn3ouUdYO0Br+97iU6Cmli8u8vHP2FrKuAeAtkLyUbVzCE33589ip7njDvajdaSYHrHDyUimirEiElRbGBjsKVpylJFFFs1qyXy1DYEfDM06NDPIGqcnZyQpqlDIcDYh1xrgQ3b+wTJdHWUWu5Kakay3QyYLlast6UKBV3EytBnER45zFNi3EuCOh0mMb2DcGqqdHesViukFIQRRqpJFJJLGEKNL9YUNaG2oczM+psGtM4TBZFGqxyPZZIaVqa4PjlCQDcObwPOQrWC/I8DbTNuuL4+JiLxZI0y8I11JsW4LnaAri6P9m+8mFPXi3obNdU0Up2GROBW5+qDKMDYJYiNFUHacZ4OKSqCuI4YpDljFPF3b0hTd1yEgextfeW59RH19avDDC2nbCqHzVaa8NWVmy7Kj1/DR84qNZdduf8FaeKKB0ymOwT6zACFJKOq9nTKEIaDTZwCAMJ/0rIxxZEB+AWlJr2+liF0DFSyuKsuQQ1IiQ+Na0lloJ8OmKJRQhLPBqSjbPgvZunKBX4MoM44XxTIWzDxfkFDx89YbNeM0xSBIqiaJDphHv37nPj9g2mezsM8xTlLUVRU9RN53fZCWGcD1waa0l1xOzGARtTsZiviATBI9NbJqOcvXHG26++yIu3boBoOTs54+OPPub9B484X5YoGV5DpXWnDm3RWuOEoG7areK0F0oq7/HGhIO398IUwZpJNg2mlBB34Nk4vAVvuvCJJA0CqygKr02nDhZdd7ofAWqt0KJTAjsHQmObv5cX7C90Pcvzu7quOhd0nwhjvf7Q5vqHn314CPAyjP2ER+FCYSEgE1B5x/n8kDu37vKtb/wms2HoPo1zwa3JkLOjU155+U2Ws1s4W5FnGYUd8ODTM5abgjxOyfOYeHdILAy3p4rf/a03qTdz6re/wg8+mHN6HsR5q6oKHb4oAiFwPUWJYKcnlQr7wFnapkHnGda7EMxDAMNpnpCNMqZZTOwNB7sDbu6NGQxilO4AqPc433adnhgEXKxL5ovgi6mVpKpLppMdrPGoznK3j/8s64IsT7cjxbrcIBBoFdFay3JteHpcMhrHxFGCcA0WhyXketFzEJ0LQNtfd7IJwC+cEaEzFVT+3l/y44r1mqIsGA5HRHGEa2G5XuOcZ7qz241yf8Eb8t9yxUnC8dkZg/GYOEkuPd6vjOFD7J9nU2zwePIsRwnBydkpSZ6TSsHebEbvYtDb8vX87/68VZFGaolvPGmaMBoNyfOcnZ0d9vf3kSKArBB4EPPGV7/Bf/cv/gf+2X/w72J9yyBPSdOI1tRYb9mbTDmNa84v5rz9nXe4KEtWqxIGA2zTMj+/IJ3sEeuEYWrwpiXPB+SDEXgJTvD40VN0JFFlQ5qFwiBJM3Zv3qSsGoajEeViw3A0orUtSZyiOuu94SCnXjxG6Zb52VMujkeMR7uk+ZA80TgvETrcq6SOefL4MdkgYzwahWNRhimoFp7xZIy30LoWa8C70HRRMnhx3785IVWhSLHumfOkW1e7p8+eQ18Az6LXBqjgKGQhH4zQUcJrr7/Ocn7KYlVweHRIPhzT1C3DPIATCM9dRxFREl+PDv9lrSsUh6vgONBGegDW5RH4Swu3Lz7MF4FxH+XjXSikamMQIkwwm0ZeE5Pt7e4SKUWxWXNxcUHbNNy+dZOPP3mA7iwLvffEQiCdpVyuuDg5odlscEIgXEtRrBlNJiHanAA8s/Qem8UZTS0w5gKhgqlA2vn3tq1lU9XkgwzvLZEIVAIdS7wMZ09RlQzMEC8domlAeKTVbMqa9abCOMFqUxLHMXmWkEhJrTVR52LST416IbnwYWrke62IDd7WVdUgPDR1ydHxEY+fPGW5KRiNx5j5nLYNXeNgcqAuJ2zPFHDdu9AV4pKiKMiyDO8MeR5cc+q6JtY64A8LaZaRpymT4QglBHt7u9y//yLLzZLZ7pRytUb6lvEgIU81sheluoA3ft76lQHG/XK9O4SQCPoOzOX4TgjwrlNT4rtq69IqyFiPUAlxNiRLYwKOdlsBTX94m7ZF2mDTJrxDyuAL23eTw+/rnpPr37CeIUpXvVu07Mn+gSCexDF1YsG2uNaQj3LczgibaGIVMcglSRqqbTzkacreeMZi3VKuS06PFxSbGtM4Fm1JXVbsHxzw6u0bvHh7j0meIoXHtA21tayKEhlnWCewHi5WS56eHHN0ckpd1kwHQ9qi5PHFBcuzM+6/9BJpKhmlGbvDHV5/5T6v3LlFkmoOjw559PScT5+cc7GqAvAUYfNPZgPKuiZOgnl3UVVsijJc+HGMVIo4jrFlhZBBOCV0FOybbIvUCuMMFAZXtciqDgbi4wFpFGGcZTAaoiO9vRhdX6F6j5CKtg8ikDJw0mWIKDZeUVYNX87y2w7Ysxf91oP7mXU5AL3yuS3w59/q5gYC6cMFrJRjIAyZ89waKe4fDMlTwcWjBeeN58XxmO/95CP2x1Ne+tqLNB4++eSYf/3XP+V8Oef23g0GmeDGQcY33n6BN+/vMVA1plizHkyY3bzDjd0TPnl0xqOTNQ+Plxyfr0N8tfcsLy4CN885okSjYg0i0BtMa9hNs45jKRilgv3dEbdu73FzNmR3HDxdsYJg2BhGlqHz40F5nDNgJbdmms+GivlS0lQCkcDe7h5aBwu/cGO0FJsV1jnyzot7vQ7c0SiOaZogHLJI8tkuDw+XRJHg1ZfGxNLjbM9Y6fjfvWils4XsQaOXCqmiDsQY0k4gE/ijglE+IMtzfnx+zt9+8AHffO89mk2F9547t+8FxXhdA11S5Je03nnnneD2UFWkabrdh61paZsWYw1xFPHk4SPiJGby8st473n99dfx0MVau2t7/ypArqog0Ip1SMFLM43DMRjmzGYzBvmAW7duhTTOoqRtG5Iow7tb6HxCbRqKpuT123tMRgllWXA2X7M7izAm4dHiL7gl3+T27SFNa1gu1kgF4ycZVVsjfUaeaNLxkPF4QlmVfPDBB+zt7obI5HsvECU5WoXgjCQfcOfefZSK8E5gcOzsHbA728E4wbpsKecnDGPPQDcYY3nllVdI05SiqViVNc5rFmuLEBGTQUxVb/jq179OHEfUdU0rQvE4Gg0RwgXRZ7cfWisRUmGNYbVpMKZhEongxOTCNSK7EWnPm5Xb6dNzgJ5zVyziRP9FhJBbC8NsOgWdYIHGGhpnSYcZr01fYbVe4FtLEkl0MkDKML3yPR3kS2DIe3/drm3LMvNX0gDxPA/4wrPUievdZ0FIcG2tIZIpVmvquqFpmu3v0lJhTMsbr77Gxw8+wjnHaDjk+PiYx08PkUJsaQACuHn7NlmW8ZOf/ISPPvopu7t7jMdjPnz/fZIkIxsMGU+m7MxmDIdDfvy3H1JXJePxmJ2dKUKGqVMShybBIM9xDspNhXUtk+GAdJCRZjEKh/VglAKlMc4HDZUHKR1F2dBaKMqCuqpJkpZICxD5tjBummYbmASX9n+B4xw+17Ytbduy2WyYL1YcHZ9TNYYXX3mVx3/6p2w1JkKi4k6o28W8f0Ec2Z05lzQjj9YaYwxZlm9xm1Z6+7yqqiJVKVIKbt+5zc2bN7l56xb37t1jvDPl7p07/Okf/xGn8zWLT8/ZbGqsFQgVdymaP7+R9isDjCWETmfgJyCEREmB7iJJrwIDKQW6q3YD5UGRROFgGEx2Ge8ckMQRSoW+rjUtTVNvu74hJSfQI3AOS4sQCiFs4LRaj7Vma9lmje8mnn0HzwcT/IB/MRasMMwmU9559S1O5gs+/uwTlueHW7GgrUo2oiaKh8jG4XyLkJo8zZhOdtk0C1am5KJoWa0rqvUC31RkccLewU2UjiBOaZ1jpDWVMRwuFyil2ElyHh89RsiYZVlhjCWJE4SOefDZAyIl2duZcmNvF+E9d2YzXnnxLndu7jIdjsC3NM2G+fmav/7JA1ZOoPIB5WaDMY58NGZ64yb1Zh1CP+oGIRuyLA0dIWdxJgganQycWIHrXkePsdXWH9I7h+ySeqwSYA0b51GJIM+CV68xphuLd3ZnhJGKiCPirlo1hNtApEJ8pfr7u179wlYPiuGL3Kl+PTsy6jDwM2K769979WNQ7/aP0Y3ORKAyAERSEkeOoa6I3QppMwpnSFQMScOr9xPefP0OyITPj5bY3Zj1hee7X3uDnaHjH7/3FXYHGdKFJDTjFKWUZHkQse29vcOrd3f48cMFw8/mDI/WrJcr6iqYx2dZhlYqNOMQXaCODMbr+ZT7t3LeeXOPO7sJeaKuAE3C36DA0UeH9h8EeLWNoN2/mXP3aExx4VhVljQZkiUxMlIMRqPQtTHB1QXnWV8saKuaLM2pqwqdaHb3DxgOhpydnXIxP+KFF+7w5LRAxpL7N4co7HZiBND6kIjpAwrs/E0FUiicCyNOLSNuzvb48Y9/zAfvv8/+3j7y1i3WywX5aMA3vvVNGmvA0J0HvX0fwXbyS1qhAPCsN+vA0ZZ0XtJhmvHX3/sr3n33XZRWvPraq1vf097rVNBdf11Akum6w71VVA/InHOMRyNOT885Oz0kzjKEF4wGI+RgQBxplJJk+zOk1JimZba7zz//L/8r3v/XP2V/Z8qDByu+8V7E3fszTLnD62+0fPjxJ/yT//RbVN7RGsHDTx9yfPSUqml4+OgRN+/cx5YV2Thj92AXoRTSC/I44cFHH/LqK6/x5PSEweQGbdMyHA9xTcmnH37M3u4+rW346YMP0ZHg6OkhOzfuc+/Fe8SiZPn0wwAMu5u4sw5najabJW0d4UUEKF576R4yUshIkSQxaZxwdnbG9773PX7v934PKSKsabmYnyPSPRCC1jThjGsaGjGktRlxWoENug3hwlSkJfjHS0KHs4/QDXQAg++Kdq26COUOkISI7RilE1QcY4SgXK/xbUlbVwhkRzWELI6QacqP/vZv+c4/+nWmsxneQdtYzs5PWCwWX8LODU0pYOuh3wtAw5fdJd3kGXAsxPVEUUGfyNYJ9ri00Vyuims0J9V9zXdagT//8z/ntddeAeDzzz8n6lweECEIR4sgnH746WehiAx3MmbTIZ8/fsR7X/8Gjx4/5uzsmCTLAx1nOuTenRfZme3SenhyfEykFYN8gHWSzWbDk6fHTHYnTPOMcZ4yzTNGgwwdJQih2JQFkVIsLs63jatAGfLb5pmzopv6KfpOrfMWL4JOKEzw5SXG8iEO2wtCgJkzrNZrDo+P+fiTB5wullgnePj5I46Pj8NU3zsiqXFtH2YlLrU14tLvvAfkvQNHmqYYY7hz5w7LxXx73kgh8N6x2iwC3VLlHNzc5+2vvcWv/8Zvcv+Fl1Ey+G03Tc1v/fZv8d/8t/+SzVqidEqSjYiiIcatsO7/J+K7wMnqYp91FMRVWhBHGqnElZHNdSRxVUwngXiwT5zvhvAH5xCut7Vh28XoGVeBV9zxjo3dCopEBzyey2O68nnfAWzrHMp5NqsFZTRE+5Ysk5x7z+LkJHRUnUNlKaZ2uNhD5FFCcHs6wxnDZtny4MMPmR8+wrcFCk8UJcTTGaiYOI5ZG4m2oKuGSMfoOEN4w+LijMPzDdJesN6sWRYb6rYm1TAcRJjaB7XmbIaOY4ajmOEwJtKSxmx4/6efUVU1f/Xjj5ivi3BUCEGcZezv7ZHnOcl4RFEVHB0eUlc1UoWLxhpDW2xor/ABBCpYtXVVoBbQyu7QGUSIqg0E/ijYP0UqYjYcsVqu2D84uDbGSZMEdAA6y6rEXqFVCCFQQhJ5T/EldC7CugTClyEH163J4ArdwvfdjTDRfd6zvsYL7Dsg4tniUF77ncZajNf8mw8+56PPTvjKa28Ti4yqUHz80zMS6Xj08RN2ZhNujTImr+wwSQoO9hLeevkOXgqMN2gFUSSIiPDCgg9RytY4XNHSYKi9xSqNHk0oVcXIeTZC4GwXfNHRC7SOGe/vQVvyzTducf9GgpKBw3n1797yrwCwLAAAIABJREFUJS/vV934U/ToDS88MZavv32bwXiPH/30lKPFgtW6YhIPttxWbWJUmpAnKRLBZrMhTjSDYRoOO+sYDDOS9BaL1ZKLiwWDYYZxBO9sEX5nL/iMCDZiSgf/7M16w854jGlafvyjH3F0dMS3v/1tPnr0lHS6y9vf+vVgjN8BQy8jvG2QQuMjcDJYRuKCRkJ/GaPoKyvPc1544QX+7M/+jMPDQ1544QXeeecdpJR897vf3caU913guq63Z/HVzo51nrbjk18FxaZLFx2PR6RZStM2oBRt1LJerWiKguloxI3bN9FxgkcwyILw5tatt3jpv2j4qz/6S8r2ddZ/sw9W4BX4QvPN/+wF4gR8UbJan2L8hrIteXoyJ04zvvb2V2jq4CKAkkgBtmk5PTnl/PyMbPcOd196k8l4yieffcx8sSJLNCQZy7ri9myXQZJwWBri8R7T8ZCx3GCasy2dBkL3LIoizo6PKSvJdO8GVWvRSRaisE2Lax1GGoxU7O/v87u/+7s8fvyYG7szmrZkmsVY2WlTgMIaSpezaQeU1pF4wj0NsMJhnENynVaxPR88oaD0DoncYsP++dIaGtGg4wZfgnQBXDemwXWgz1mLV4rhcEBdG9555x200PzZH/8ph4cn3LlzlzfeepW8owB8Wctau6VJuKtFpg9382uDeu9DMwy/BcHei+2hE2nN/sEeT548QXcWj72LQn/ORlFEY1sEjtffeI1PPvmUi4uLK82Ly7O/NZfPxwMOB23NRw8+wnnBYjFnuZizWCyI4pjBcMDTJxblPXWxpmoKxuMdHIHPmyQJVVUxGAx4cnjIu994B5UPOJqvOTy9YDodMhqFs3A4HNJ2HsbWWpqmpmksrQ32lfkwo20qJsOcJE1xzlFVJVJ6Ih2Fa7qj3LRt0Ja0JgDZdDyhKAq8D8mXDx8+5OOPH/D48VM++ulHZFmG6RyMyk2xfV16F6b+9emL7KtBI1JK6rpmMpnw2WefdRSqdFus1HXNeDpib39GpHJu7N/izu177Ex2SZIMISTGe7AtH/z4I3YO7vDhowecL5Y09QZnKvAtSiU/d1/9ygDjOIpQEoSWIZZYSWIpw1heaUIlF763v9C3ST3YkGUvInSaohMF0uGRNMYE9bUN2dzhEG+xvgkiLhym9Xhntr6cjtC5tniMd3hjMUaCMF1FrrA+8IqNDxZGBsvGwqOTOfs7E165/RLDbMAHtmF9eIRzjrZcEue3iPWY2XSH2/s3uDvZYd1YTucnHD/8hEkcEY12QUeoKCIaDNHpgI21iPkaby2bqiTSkkiEOMez81OOztc0xrA4O6Uo1qzmCy7O5rStD/yo1vDk9Iw0TVGRZH6xYDbMyJKYP/rLv8ITE8U5p2fBU3EymTCczZBC8PDhQ27cuMH50UlQ5Tc1rQsHkvMgpCKONKI1IBReBUFkzzdtvMa5CmSEw4VIYiOIpGScBF/ap/NzbKQx1nU3miBIkVLQ1g1FU4fq1Qbvae+DMjaOFZWtkX/HRv+HXNtOxHO4U8/lUvneu1HgZMeN8x0QfA5Sfh6P73nKc1RIDhQdB/T+/Zf4v//w/+GNr7wISUFbrFmblqxRVOWGTHviSHJRtESiJhgnim0C5XCcEUVB9cvGs5SG/cGA21NHWS2pjUXoiMO5wQLZIN+OzKIoAg9aNpSbBel0ihEaj+VZd/Vts1/I7TgUuo56VxBY55AiZpS2vHRD4dt91FNJURtiKYnilCjSnM4VxycnnJ6dEXeK7Zs3dtiZ7ZN0/rzGGMqiwjPGuZaLiwXtTJMN9kmjsN9ClGkgcd06uMGf/PEfc3R4xutfeZ2mKKlMwwuvv8KNF++yamsUXWR9b22GwglLa4Nwr20bjA9cZaG6wtG6L4TD/FKXgN///d/njTff5KvvvMPrb7wRdAlJsvUt7W+sz1KCfMc5NB1Vwtgwieu/v6dQQDinyyoIhAeDIdY4tFLESjHIMpJIYZqWoqpxzjMajphMp8g4nCPf+e57jIejcHZpgYwdOslw1Hz62SFNUXB0dMh8WXKxqDmfbxiNpmRZxsnJEV/92pts1htWyyWHTx7z0UcfUTQtKs3xMoCAUT5mNJjihaVxnrJYI03DBz/8G4TO+fZX32R/muBNQVEqlAj+yACtaUF4mrqGsiJrHUhN6yVgcW3YU32qqxChIXD37l1SHbpbzrUI1SLwYD2urPn0p58xvv01ECFG3m/FZRIdqWCfqHSYaohwv7t6fngfYpMlHQVoSxcI5kC2rYKY2fdBF5fvtequk81mEyhsSP73/+N/4+WXX+Kb33qHum744Q/+5pewSZ+/tk2IK+eu9x4F26ZWkNtcLbWfc7j2jTUfwmgeP358udedxTrPbLZDmqYcPj2kNWFWee/+PX7w/b/CuDDh7m3bts8HEFeAsveOKJJMd28xn5/hvefRkycUmzUQqJHLiwalBH/zvb9GSkUcSXZme0z3bjLZCfSLPA+gc3Wx4qOPP+OnDz4jiSJ2JyPqqmR+ds7+rRu0VUVZ1+goxntoW4vpHC2EEKRaMh1OtmLPQD0JvHNjDE3bEne6ob6gUlrjrWV+fk5ZrDk/P2ezKZBSMdvdBSSHTw/x3rGsa+quQFaqo47CNo4b77uo6evOIlLK0ARcrZhOp3hvmc12u44x3L59kxs3D/BY3n3nO7z3zff4yutfYTAYhqacALzj9PgJf/4Xf8m/eXCCUxEIQ9MscbYMBaOqfu7++pUAxkKAUmLrQBArRSQlovPO3HKLt13avuLr3CQQOOPYuX2ffDAkVoRACWuR1mJMe2kfZS3WWwSeSAalY3/j3bpWuEtrN7jC+RSgFETKYwxBrezDSNgaSJXgpfu3eeWFmwxSyXqzx2987XWOnx7yP/4v/wqN5p1XXuPFl+6zOx4xTnOs9UjnWS8X7MQGmQ7wSYZMMtI8Ix9meC2RImWxWVO2FeNhRhwHO5+L9QqAk9MjiqqlXK8R3oKS6CwlNiWRihlOJmHkrxSFsZytC9ZloJcsVhYVtwy0JY7DTbEXDx2dHLMuCuzxEU3bhlGe1tC6QG+QEuKYKM+o15sghlOhwkV2INaGw1fFimGWUNkas2nAKKzO2B9kFJsN3ntaZwKdpgOOQgh0FCHawFdCSlwngNJxRBQrRkIg/64om3+wdX2P9JXxVTuka4bmsB0nhXFfEBsIL77wyD1AvEz+eT5NY/vYNlATaiwnZ6cs1ivikeHo/DO0DlZlRbmgbU4Dr1UIHj8+YzyaoZMwzrZtS1FUrNcF5++vWc4XfOdbv8bObMa6soxKy2AZkS00ysWU3vHSSy9wdnoW6EqNofUeYw1CQSVN+CtdG0Jx/OX1DKF4eq5hme9EM/IyjUmI8DpMhxH3bwsKM+WjJyXGbaiLVeCnS8HubMYoz1nO58RCMExjXtwdUjaeZVkjUKSDCCckm1XLMM/ZGQ2JpeCDH/yQ9XJJFMckWcYrr77Gw0eP2dndI8knOCmprOni0CGOw/jSdcI/55twMxZiaxUnZSgCZUcxkFLgkTiC+Pfnvaf/kGt+dsK7X/01xtMZOtIsnWNZljRduIGOY+q6/sIkpGqaa+KnwJF13ei+o1l0+3/rgEOYKNjWoERMtSnI7mboJOL49JiiqcnyAUJITk8LWtOwd+MmWZoSDRToBrRAxzHeW5Znx9hqwNHhU5qm2Xa0ymqDaStuHuyzLipeeOEe8/M5g+GYOGmJkoyd2T5TC4MowUjJqihojSVOErwPPvKDQY60LWUL//S773Lv1oQ0UZg2IomDAK9pGlbrFU0bzoCmDd71AYIF8fNyvUDHO0Sx2dLz+shd7z3GSaI4wbQ1SqZoFUEiqTeGtlgADqUkTiZsbUJFJy/TgW/pTYsQEbpzSAoUJUE4igXGmi1HVBDAm/VBpGY63UZrzNZJxTkXCkPvaI3l//o//4B/77d/m+9869vkeYb0nkhJDnZnX0rAh8fju+f9PA3H9vt6wBXalIGDInxH6evPbXtFN8SWoiEAZwyR1mxWK1bLZXi/vAHTsFmuQhMIu/0Z74MbhZAdOLau854Pj5dFEXfv3Ob05DjQRbvfdCl2BWMCF9h7T+mhaQzGS9Ah6Opivdo2Sk7Pz6maYC1YtQ1eSW4d7CPRtE3DznSH+cUFVWMwNrgFtTZwn2/NdkLjSsowquvuU3EUd2mXQYvhPYFa4Rx1Uwev4KKkrWs+//wR6/WaJ0+e8vHHH3N+Psd5R7HZoLrHEJ0VZB+IppW6Rm+J43h7PQTRfUi2y/OcGzducOPGPjuzGQcHB9w8OGBvd5d8kJPnOS+99DKTySRYwUm1FV36tuXkdM4f/9UPafU+RVFRrTd4a3FK4hxbHdnPWr8iwFh0XBcRcsdld8MUzypwr1MY+n+3CMoGJskIreOtyMBd6XRY40Lohg/0Cu8JJGFExxmW+G5siPfdyDs4ADgcvS6oK6vCYYVD2FCZK+nZnWa8/vIBN/enKBx744zWC6ZZwn/yH/5TBoMBt+7cZTQKli14wclyg/eGi8VFUL+rGCdjQOO9DJvcWxabJa6pEJViXVe0zrBcrTBNQ5okbMqS1bqkqUpiJfBS4+KMVX3CJItYLi6YznZRUlDXDVWxCQllCDabkhvTO5zOzxFa4lvH+fk5arnY8rL7uMpIqGB1Yh2ozgFAa7yxSLqNr/WWm+W9x2FASnQssVWNbxqkVKg8QcbBO7ZcF539nkbI4NZhrO2ssQxxlGB84NLFSYzUKoy3pUIp+QWrqV/meh7V4aqA7uq/r9m5QUhW66LI/TOP+bMO/Z/5eS5pQtZZyk0JwrNpG2QLURfl3Y8f+2Slz5+cMshT9iY5iVYoFaFVTITEWclPPnlC+vQMpRXjfMirdxKEj7moHAhFW7XcuXuLx48e4a3DSompDLGMGWYjhqllFGvi7obe3yj65/rc9QyVxPvgQuGFR0WWNPNkmWE0lKSDA4qiDMVs4anKimKzoWkbhLC03jEZwbBVRHHKYlVRFqazYVL42JPnMdIaZjsT0jRYKBnn+Tff/x6/+Y+/i5Mg16GQDBxFv+1u90DfbpV7Qd3uBNAd2FI48AIhgg+sF8EfWUr7/MLgl7CauuHo80/4+P0f88obbzDe3WW5XvLDH/yAr77zzrVO8fbcxdOYAHaFv9zbl3aYdgv+eucOKYOsMtYRgyzDWUlVVTx58oTdvRkIx2A4oCk3OG+RWvHk0Ybpzj4kgijW5HkWAgqMoViuAM96HkSfTdvQmo5jS5iCJJECZxkOd4LvadtycnrGyfmSKBsTxxHxYEhT1LTWb0MwlJREkSaSkk8+/JjvvPc1Xr63TxJLtBL4KEbKAdY7VusV667jV1UVXgSep9Qa6T2JDufVZlMQRTFpEm9pJtvwDeeI407ESfDMb8o1F0ef0RRnOOMxNghN+yCK3g7OOxvOPykRXiG0wjuHMy2urZEuCMn7M0d2fNygywn70dmQ3NiD4vC+tSwvLvjhD37At3/jH/Hm668TRxHDwQAIgFHQ04C+LArbdRHddh9ynerYfZGezBCSKsUWMG8zCwhHjiQE8Tjnwi2/4873IketFE7CxcU5xprrvsjdmeBD+lHownaNN4C6cjx69CjYuwqH8CFh82pxca17isTUFcV6xWZTkAzGOO9QXTOtWq2Cu4IQtE1LUzeURclqU6OFQaxWnUYqdIvDTCF4BEedzaLWwc5NqQBMe6pD3dm62g7gB096Q1WWrC4WnJ+ekuc5Dx484PTklM2mQAhBnmUs5vMtyO190ba0yk6kX5blNoQ8SRLiOCZNU7I8ZzwZ8+677yGl4Nvffo/9/T2m0ymT8ZTRYEQSJyglGU/GlxPT7rGMMZyenPC9730f6gtkXVAvKsqiRPua/ekg8NKF4PPl+c/cW78ywDju/fiE6CqZK1x677maTkMn5IK+A+dJRvsonaGkCp1FwsVuO96jMRbr2jAy6jewt8G3u3uLnO+9R3vLts6/2Fu8uOxWX1Y8Vyp4JdgZD5gOM9rWcbEu0cBgELMzzPnNb74Xcsy12laIVWPChWoNrikxNoQD9G4QgnCYlXVBsV4QCZAqZX1yyrrcYIwhFo7ZZBJGwy7koFvTYNrgCOA9lGVFtVkDgjiJw0XhPW3TUNQNTWswHi4WF9jW0NYNxrSdgXce0nKMQXU2ad77jrN3uX1cE7LUdRTjpcL2ghw8VgXLNVc2XbQziCxF5HHojvggLMvSjDhKunhHsR3XCimRqMBh7eg2yND1wDqscTzPuP2XsbZju2fWs0D4KjiGrokBQejSuxKI6z//PFX180baV39PSEDpIXLwnhUonLc402471YJgd4gXLNYVaT4CqbeexEkcsTebYL3gbLWhOV8yyFMGQ4hVxo29HHvREi8jqqIi0hGCcDBppdjZ2cE7jxaGr791i0wHC6rt5eN96Ab3f8/VguFnFDne98WDI1IwHQj2pxGlCeb169WSzWbNZrmkKgoUEiXBWUOeKpJBjChM4MU3LWXjaCGkfyXgWsNoMiUbDvEiiA7n5wsC8Kk5PT1hb2+fKIqCY4Mx28CDq++x6Fy+RYf+RT9q6t0buvNFeomTctsV/2Uv7+H46UOeHB6Bb3nljbfIkgDszk7PmO3thu4il+mfzoemgnNdd9KH3WSt6QRbFmdMSB+7NnGTDAY5k8mE1brCFWvm52d4LFVborUkzzKE6KYEIqVYrZHCEWuJizWt9xTrFfOzU9I0DbW5UgircMKwKQqWywXOGqbjEWkchMJKSU5Oj1mslgilSfMhbWtZrAucE5jWo3REnOZoaYl0xHq9YmeS8fVfe4XxMAmAvfPtToVg5DzTnR1OT8/AOdZVi0gnpHne+VV7ZgOBcsH+qiyKQBfsvNelVMRJjPHBfstJBVIjBBTrOZ999ANMHQDP8bxlmPZi8rBfvPAEG7EELRWIGKkDL9ZUG1pvkc529mWd1SCXZ1G4DsN7dBWsHx8f07YteZahu2v63r17cGUPAFvO55dS1HnAX+69rZhOiJDM2E+Xt8C5d6noyh/fC+56vcd1VwrfcQQD17oH0eG8ypKE9boINmXPeV7ei20oVYiG7z4PNI3g+Phw+7qVVYHpOvM91SNcW67ba8Elq2lqTNt2XWaBsQ7ftlg81ls0UBUp61WBFIosy8lTHe4rMtwrnQ330ihKGA4GCK1QQiCFJI6jLZB1zmFaw2q9YV2EMA4JSAHGGVbLJU1Z8eTpU8bjMSdnZwFAG0tVVp2b1GUgkLoyOVVKEWmNjiNE06AQ5N2ZMJlOmO3M2N3bZba/x3vfeJdIK95683V2ZjsBG8QJiU4uuclS0avXfTcFaJqa89NTfvCDHxBLx3J1hN2UiNaTRZ5kPNzee3/e+tUAxkCsQniDFwIlRaiCxWXXuLdLC99/OYoNfCnP9MY90jglUgohukAPF8Z8EKom110gcAkoersh5y8veud7OkUnoOESKPttp/qSbiFlCJ2QKuX4aMmm8swXBRrP3ZtT7t3MSDpA6pXG4TGmRbYtSnpMa8kVFD7Gtw4dtyihUNIhfEuxqlivNsH8ng1nZyc0TcMgz2iUJU8S1usNWZaRpCnFxlDXFa4qySNNVVbUbcPp8TFaB0FF2hHkL87nJMMJZ+fnFJsNtmnDDVwplA4VpLUW7xzGSkx3U9Tde+ScQ9hwMxSio04QuvWtsxgNLg42Q+1ZAQkwjJGpgESAVhgreGF/n8lkSpym4cahgjOJkII4jqnakEYmtcD6LlrYG6SnAylfbufiqtUMPB8Ye39pMu+hi1WWgRvIF3unVykYV29Kz1s9+Ngqq+mKCEBwqdi+7PyFJxFGfZLReAKRoCoKbFURK5hMBpSm4aJd41rJsmhYV6foJIVkiBeWsmlprKNuerP4iCzJGI/HFOWaRJe889ZthKuw20jr/jC75BD33df+OV7/u3qecXcDExItBPvjFOMFnzwtsY1huVhRFWtM06BE6FImKsY1Fi0U01FKS0FVR5SN43xVUjYNmWxJEkdrwIkQhAKCLIt58623OD0+oVytWV3MuXPrBkpC1dY4FwQ7OE9rwzkgRAhrcU7gOq9p6DjoKtAvUCHWO3Ai1RW3kV/uklKwWq+p6oKPPnifpq659+pXmM2mHB0eMdudXQERfttBDqY8cuv52jtR9ADC2wBOej53OEMJ3SDnqNrQrRfAfH7GulighGM2mxFHEd7BdDagKguU9mgZuMx4WK+XzOenpNmAOB+GkBDjUdpRlAWLiwvSLGc4HBDFMZt1yXgyZH6xJE5SRpMBpvUslqd4s2AwGOGsQycR+WiCwuCMpV6v+I1vvMFslG7pej3g0lowHCjqtkVKhWkaylowHCUkWfA6Ns6xP5KUZRgVV2W5tbVECJSOiJIEh6AoKiY6RsZxyMDBgt3g6hZTF3zwMOb+QUwSSZAKLxVeOKTUxHGGjCKQESBp6wor5RbNCBeCRqwxga51Oey4Fnp1dHQUipbVirZtOTg44OvvvouUgrppOourZ67X3qf+l748/jncfOc672K6TrDrhXndhFhc/rzsDsfAB/b9T3SY+0rHWRAmyiKIc3WkOj2Iuvz65bMKjQmpoBfyX3t9xPacRkk2ZdtNkfrOewDVdP8z+BA41N87+nPQGNrWIKTHtDWVNayVRumY2nqmk5wkHqPQAaB3Tl/Oe6IoJok1TngipdCdJ3UfBW7alvV6w/HZnPliFby9YxWE+h3oxDrKouDw8JCTszO8CALP9abYdmP7+GqtLu1XdRQRxTFCSkbTKWmasre3x82bN7h9+zZ3797l9u3bTGdT7ty4ycHeHnGakiQJSZJ0QSSBRnJ5b+zYAd7T2pbVasXnn33Gw4cPUUqxWm/w1hAJidASJ1PKpvk7LTJ/JYAxBMWtxOGFREkVqmB59Wbeo/xuh29HmZLGRozSYOSvpcI5EzhT1gYvPRkeQ6owrGJrl9SB7o5aIUXwxnX0mfRhY1+qKfsDpft+KbvnZUPHdVXz2acf0jYE/z4peXq8Ymf6GjsTTRJFeClpXTDK1koQKcW8NYyGGYcqQViPqQuQllR51quKtjGsixoaxdn5EcK2ZElC21rKMohWVMfjaUwTuNCRDuEoSgSP1zyhuFjQFAXeB2pEUzc0VUO2s8vy5JRqvUEiSLIUnSSgJFXT4qs6vBAtOGNxUmC0hkijIo3pfDiVUjR1HV4/7xHChS6h8iEBT3t8DiLyIEJUdEzKUOe8+9abTHd2iNIkvMNKEemQYBaMxQUqjvA+0D/wYZRojaGuWsry55Pp/yHXVVeKn2fX5ruxV08jEKEp8FxAePVx4ed4Il8pHnsgHG4KHin1cx+3Ky27A1ngfcOqXHGx8ui2JcMQxYJMKoZJStvaMITrpgW2KcG0xOQ4Y9CxxjaQDgbszfbBeBaLC5LY8++89zKRbzrf08so2S8UDD+PO32l2HDObQvoJPbMJiliPOT4uCEf55ycnrBaLlgtFsxPT9mbzFiXjnVVcm9vwO5AU9aO83WIU9Wm5KUXMtI4hNBE2yQ6sQWDALPZjMl4iI4Ux8fHzOcLhqMd7t69y8XFBUiH1ipMqTotg3NBFNWPs+POzukanUYQbpRfwpJS8+mnR4hYUpUbVn/7Iz765GOmkxkvv/UNirIM43IhtrZNpjW41gTDf9tzK68UMoDpNnffYQ62l0GIlKQJ6TDF2ClYw3p5RrMuwO6zmIfR5sH+PodPH3Lj1h10EnGxWrAwC5xxrDdr1psVg5FjjCaKYpq6RYqQ4jkdD5jszJgvF8yyCUkc09SW3b0DdJzQGs/xyRlV07K3N0H4oGFoG0OsU7Al9fqCu1PF/iALxSv+GrVPiGDXF0URRVWyqAwiPyBKh0Rx8Em1piZPFFoN2RRFcAZoG3Rdh6/3wnEdPOjTKCKNY9ZVw/7+Af/Rf/x7/Mv//l+g/Yr3j0b8jg22gE7H+ChCKUmSZEgVdePyBmsbqmZD3ZaYrmunOqgopew0CNeLzqIoiOOYH/3oR7z33nu8+uqrgTPe7dNw/5RbF47emlJ03cYvZXmPdy3QnSVcdnWV6gSEuO1EI7gsBR2HUBLnRSdKCz8jRe/xLGhtoFBYY1GRRHQRxRBOzU3t0NkE6FkC/rJR58ELdwlindgC5765drXZAXR88J7Ic91tyIge6CtMa6mrKiRUKoWQYFwTptlWYExLbQyRs6w2G3Z2x9vr1pqQWBh1+6ZpGupaE+c6PJ7WuA6AN86y2JQ8enJEaxxN0xIpzyCP8c7w+ecPOT854fbePvPzc84u5pjGkA5yZuyxXi4DNlJyax2YZoEGpeOYOE2Iopi7L7zAzZs3GY1G3L19izu3b3P71i12d3cp65L9/X2GgwFJmnavfYe/eP69wnnHZrPmwYOP+cM//EMWi2Blu1lvyAcDTOu2Lh1SCOzfYR3//wkYCyH+a+A/797VHwL/HLgF/CtgF/hr4J95739u+oKAoLh1ATRIIbag+OoyeFRXAEmCCtw7mB7cI88HCC0xzmJag2kNQnQewtYgtdveVIX3iC7HGx9EXtJfVo1sO8QWa8B410X2djfxMO/AWIttHW3j8K3ns9OnZGKM9CFW10pB01gefvqUW995gyjWtM5BE2gGrQ8iBissr9y6z4cfPaZsHbETiKbhrChAd9xFNM26odyUOO9o2pZEhcjsLPdUxmCb0JVIo4imaqgaSxynjLKUO4MRF6MFTVOxWq3YbNa0VY10grpYU5YrhIc4TxlPZ8RJgrGWdVlg4haZJpQX83Ch++DigQsbzDaGRAUxQe9h6pzDK4HQERAhlMArDz7BywSlNFpocpny8sEeX/v612ml2gpGYqWCV6eQWNdFgccpdAIfay3WeGxjqJsGJf5+IQm/sL0rrloJhnXVKeK5oFcE5wcZ/okXAUxIL+k9u581oe8f9yrn9uohe527LDqDhy8C6b7jKlAoPEpynQskAAAgAElEQVTC/s4UVxaMhgN2diYIU7FZXWA1vPjSi/z0yRHGha6fcy6o1BXcfWFEdDBjdVzw6SeHbObnLNYVvm0xzYaD2YgX76fYjUPIPojgZ69nedVXgci1z+MR3uEEDDKQIubT4oTZbMbFcoHs4k0TAcef/oSbr72NKxtGqWQyGCBlTFXMmcuCeC/h1RdvgrVdMtKlGLD/nT2QMQhMaxhOpgzHOygZUZYl3//+9/nWt75F2h3idd1QllUQncVi6+7Qv6/PThfU39OE+xe1d7337Mx2SIcZF/MznGnJ4oSmqPiTP/gDZnfu8E9+53fQWmGsCZaA1mCdQasY1zaBo929R1f9jZWUFL1lHeFk7X3j+9F+muVI71gv53z4wf/L3JvHXJbedX6fZzvL3d+93qrqWrqqu92rDY2Nwe6wjMMeINEMGVCkRBoJJSQiipREUf6ZYZRIM1FQpCjSRGiiUf6JhsAQMSNCMDDGeAHbgO3e7Ha7u7q69nr3u517znmW/PGcc99b5baxobE5cvnt9733nnuW5zzPb/kur+NDYDgckiY5WafPn33uM5zZPUev1wPnIhTBKPJ+l63tTRKTUdclX/7yS4Bgb2+PJEnZ2tpmUjsu7J5nPp8xHo8ZdLtIrZnOF1E1RCjyNI/V0sMDBmlGnhs2e4qz/Yz1jXxppJEo88B4IEAdLPfv3OPWrQOs6vPohauMRht0uz0S5YGSvNtFFlERabIoOBmPmc8LbGNzW5YlPS2ogdm8QiVzrIXUdDg7EvR7Xdz8gMI+AiZHppok62CyTqzMEefbalEwm4wJvo6qQT66yMo0JwSPri11XSKkiJAqH4mS1lo++clP8iM/8iN85CMfWd6/9mdtyxjkNLbnxhiSJLrdCeI68K0UjN+tcQsR2md9TO4i1yTiV4VUSL2iV0wzD8vGUru5j00cu4RRhPhGtIgQk/j2JokVMfwFgfABpSEI0Zx/lH9botdQ7Y4bX7L2OQ9IvlZdKHaYTgEp7RVVrXtoCNSVZTY+odMfkHW7jROnxgcLWBZVhSzm9EPNuTNbnDu7Q1VXbKx1KOuaalFhrScxjROjlCTKIKUCGSEVwYfm+XZMqwXH0wn3790nMYp+p0tVaOpyQV1aahu4eW+P3miN7tEx907ucHJ8TFXX6Ia03Ov1SNMUaRK2trabrphgfW0jEunO7PCeJ5+gKkvO7GyzvrZGr5OTZxmDfuwE1c7BYhFx0MbQmrY8HBiHECjnc17+4hf4f37z1/nzz/0ZQipscKR5l5bo7IhdZ6XUAwYm77T9lQNjIcQ54JeBp0IIhRDi/wb+PvATwP8SQviXQoj/HfgHwD/7xjujcUtrBxXLQQxxkExmC7yEPNEkK5OxCw5rttErWayUTea24lgnRAPWD5EZ3z4QQvll1U4o0TDKfYMPajBYNjpi1Q6sj7AJC1QuYIOMMArvMY20mLNVbPU3LYzPfuk2L7zw9APt7Ngabx4MBb1BF1tOsMJglaCUEmUVVajjsQPlyZggAyZNSLWhm2ryJMcKQZZlscpOxHkGAt1uj37HEPBII5AaRp1RDDitY7Go8Qp8GechlRg6gz5JluJsbJfYxQLd75H0uiyKGVT18tq5qoIiylG1DhsqnMoCySAQVoAXWA1Igep28JkBJbHeUpRjrF0Dr/FoTDBRPkYlSJ1gpEAI2yQMFUoICC6qmChDJWNVA/nND+V3dezy9TGx7b1++H2rpBBB4yzUXLcWKt0GT1/v+/6qSgYxsbMIYVFSYZSiLCa876nH6OUp3nrGJ5ZCJo1Bi4ta4pWPmGRAiQRfJ7z56iGffXWfMtNQzNnc3GJtlCH9DB2mfPezFwl2DCIH2sTyWzuH9llpbZ2TJOFzn/szXv/q6/z4j/0o0szY7A95/7OP8cbNPR5/9Azh8i7HxxO+rBV3bEXe6aA0pKnGBcFGT/PcpQHb/XPM5lMcX4uVXA3S2+QnkWKlSnqaoDz//PNL7c6PfexjPPHE4zzxnieYTqfYZfW41VA9hcVIqRpW+Dd//97Nsau14j1PPc7bN++QdQZx3hKKcxfOs3/yRY5vfoU/+GjNBz70Ar1eb8kcj+1cv2SvL/Xhm+u0dBdt4FWri5kQsYM1OZkBCp126Q8laxqcixXJ2WzG8XhGtz/k8PCQV155hfO7uwz6/dgCVZJuPgRKalswGU+YzWZk3QGbuxdI+jtcGI14682v0Bus0el0SBLDwdExJ+MZRhvO7u4ymUwQ3qOF5GRWst51bPcMW8MMpaDy0WWzVYVpx+JsNufNN25w827Be579Xi5fuUpdRzynDx7vSkZdRT/P6OQd9CzBjQV1WTOdTimKGBxfvnyZyUQwKzxVLZlOPLOiRPcEg16Hixcvce/kGuef+0n+r0/c5adeeIQnRj2EjJjuxWIRZfHqBcEuCDTzhozt/gB0e11csPhiTlHNqeZzbl17mzffeIMf/tF/l5/4iZ9o4IacdjmaMYuPZD50lJdLkuRrK57fgXGLVIR8FE2sGlhHeyyhmVcEsfAQyXan1d14MCwNhk4j0jY4XjlmYpcZGnhl8GjVVi/b+UEuE42mH82DCsph5ec7KXisSOyJSNp94JqKCIXJez12ds4gk4Q6BGQScGWNVhqlBcPhkI2NDbSIjqiDTpfFbMai6eQqqTFKMuh16Wd5TCR0JLm7ECVnZ1XJ/t4er37hi3z19WukWY7rpMgA1pgILZWCrXNn2bt9j8nJjLw/ol86st6oeTZmPP7Mc9y9e49HHnmEc2fOL91JEZ5uJ6Hf7/PI+fOc3TlDWZZooxkOBgx63aViyqqi05LIxzuvGQHPwd5drn3lK9y6fhuFYTZfLK+2c9EmWyApFgV1Xcdk+xtsf10ohQZyIUQNdIA7wA8Dv9C8/n8C/4i/bKAHkB6kbk5axIHoXNT9nFUV0/mcXtZFJXLZygrCsyBjlMUWifAeJwJBSKSQWF8ts7WlbemSROIh2KX0TSyxNZI6zsYFbVkhhtpHspL3bVAbnWIQ4HxgESwqGJoSM9556kiAxXlL6aJhiVGKuXeUZbSMNkqQSIPNFFIEfN3YeIoqVmFUJAcxnxOcRWeaXGsyk4NSlCKQNxmfSlL6uYkA/drG9wP7+/dQgx7Be45OjqgWCyCQ5RlaSqaLBf1+jyxJQWvm8zlKK0weW4WJD2wMNxklHW5f/yrVfBGxSypiomIlSC6VPSKESqBlrIwW3kUM3KiPywMyj4H8mumwo4eM1jc4sQVDm4BJUUIThMQ1M1oQhjR10QJcBKrao0Ic8ItigQ+WXHzLQ/ndGbt848AYeAAf9nDb2cGD0J6HPvOX7f/rwTbafTy8tTalSkSi68I6zHzKaNBDSMWkmmLxpJ0UmSQcHB7iRECqqMyihCQzmu21AT/4fZe4ePWI/cMJqp6zPshINVjboSw7CFcQvEEIvwKFOj2/1cCzDT7ahEApRZqmHBzu8Xv/3+/z0z/9M1Eft6x49OpjXLh4ieAD08mMpOMZjw9YzGeYLKeTJiRyQPHIRW6/fZNL25r3v/cxCNG22oWKsp7jbWw5S60RwS4X2NVrtXqcmU4IuiXhEolbjZB9G1R8+MMfRmvNdDLj5GTMK196mV/4hb/P7du3WczrByrGp1qs33JL+l0Zu9Y6/vRPPtNITEmU1thuh+OTgn5vwL2920yvfZXnnv8e8l43Vn1DlLvUUlE5lgtsu7Xz7GKxWDpaQZQ2szZWnUMdA+Cj42OyNEGhcEGQdzJsXXLz5k0uX32CXr/Pzu4O3tdknZzSOQieXifj9p1b7B8c0evkeCGQOmX3/CVG69vcvHEdffcOz7/3faSdhPlswWw6RQhBmqYUpSXIhMGwQzGvSOqKPNesjzIGPYXSkY1imq5lmwC0/310fMzH/vjjvOfZ95NnHWxlmS0saZqgRCBRip0zmxijEb4k8Y6urZfVuul0yv7+PoPBgKtXniDPu1Q+NJQLQZqknDl3kf/kH/xn/Df/7T/iqtaQXCGIFFeX1L5iXsSAGBeVlIQGFSRCalSakuQZIQikSJDScVJXvPgnX2A47HDpsYs88ui5iNMNp7JnLfmqfSaXWh0iIFU0EUpkxPfL2Dr8joxbISQmSaKhj9IQTj0N2u5EG5gK0VSKVzCl7dMmm0Qmau6r2IUWctkB9OHUiKixtInXpUmOl/N5872xZhOTRO/9knjWxiCh6U7HBLkl/Edifwtvk4jl8QWj0AjyXpf+cIROk9iVJWCp6XQStEhQUtPt9VDaoJRnYQsSDLaql0Gl1pIsMRgtGj3sSOoTAqyzLIoF+/v7vPHmm+wfHnJweEiv16c+Ktlc3yRPM4KLfIF7d/bQxjAtFmidsrl1lqbKR2IMa6M1nnjsaXbObJGmGWuDPp0sYpvzLEdpxfb2FsPhgKrlg0jBooEZARwfH8cOnPdL6ViI9yogMDp5YEwcHB5w7fqbXL95g2JRNrFaLKjEtTd+LgiJTlJOJtNvNMT+6oFxCOGWEOJ/Bt4GCuCjxFbIcQihRcbfBM59M/tr5VFaVqN1jkVVR8ZlQ4IziWiYubGq62XK6MylxhkFaNpDzp4GuKfEPYF1NcI3UIim/RFbfJGU532Ec7TVoGVlp9UjDSyD5YjpjBaFS+3juiZEmjvexwqzxyOUwzuLMAZnXeyySIlv5G5EQ9o5c+EK16+9TlGWBCkjyqMOyEWFX8yjA5z01PYENx4ThMAhUM6BKwlKce7sLufOn6ezPmQ6nXLr+nXuHO6zf7hPX0VptEVdUzUaxDpJEY2HeVGWGBXF4z2CRe2ihmEIiMrxxHPvZTY94bi+havrGAw3m3MOBSRaY4l4FykVQkpSKbFGg6tgavFJSo1gGiwHYo5NAtpGEl0Qc7omj5aVhKa6bckTGVUGQqBsAF3zouDw6Jhhv8OkKL4jY7cN5r4ebKGFPDwME3jHfYX4QC6D3TjX8EDY9E6B8CoDZPX7l6+/8+fbYxPBNYRHsZyEyip2EWxdU9eW2nkIjlTD2c0Nnrx6BSngg5cypmcMSgypF3MOT6Yc1VUUx4g1m+Yr4/c+sPA21yNJorPjrVu3ODg4YDAYcO7cucaJSfLBD36Qsixj8Mlp9ad2HguoRDMa9fDOMJnOSYVHJoLSTnn6iXM8fWWDG7feZpRnJHmHaVFzPCmYW49QAahXLs+DyUhbIVsN4iEmFi4ERKPLGXwMENtFtcUUf7D7fo739sE6Xnnp87zwwgvkeU7RtNQju/qbLxm/m2M3hEBVRV1T17RRbfCxNY2hO9ggVJbPfeqPeP4DH2T33AWqoOJdFQlC1Mvx0t7PFsfXSj+1GFWtdfzpY4dpYytDJiW+LskSycnRAcW8QjeciNFwiDQK7wPD9R0mJ8ecO7vL+toad+/e4eDwiNHaJvP5lLw7YlrsRWhanrK+ucZwuEaeJ2hjOK7HLCqLSXOyTooTJVrmjGcFxqTkWU6nn7A+FHRygZcKgVtCaKSUy3EwnU6x1vH0M9/F5uYmtVWc2dzgN37jN7ny2GOcu3ARrTyJsijZQSfxWsTrJCkaWcHFYsH169e5ePFRVJKQZSPyTheTVfTWUzqjTS7kA9bXu9x+64sMNs5x//46w9Rwsv82X37xL/jhH/lh0ArhJaDi2qYU2qTkSYZJNELC7/+/f8ilS4/w1FPviYS0IJFBQvBoaXC+XlaJV6vGS6c853FOo0yD1ZUxmXvYWe7bNW5BkCYZQsglUQ5O5+KHtZUDD3WoRDP3KY1ulB4efHf7thiwxVigMbTyHtNWWtvvaarWwQekiC16pUEIHzuovsUdnxYBpFyB5TQSeTRVZyEVOs945n3vRYaANIYk75AmKd57cpGTaYkxAi0CeW9Itz+km3VQKPrdIVluSPudKDHXzEttwUE1vxtjCCFQTGd84fNf4GMf+xhvvfUWQinSpEMxnhJCzcGdezSqfo1ClKYKlizr0OvlpMbQ6eT0+/2IC04MvWGXLEvYWlsnNZpunpLnGUJGa3StFa6qEN4TJNHAZmWN9N5Hl83mnuV5jjEa6wNan8IgnHPcu3uHFz//Il969SvMirIxpImd8xb6EwUWYvK3WCwYDAbfcIT9daAUa8DPAJeBY+A3gB/7Fj7/i8AvAmysry2Zl81rS/iA9Z6yrkmTBJNE2AEhwhlqqcm7GyglGnIHy4eawBKUH3yIsIhWYoimTSKIOo60sCDR9GPaozy1Mmyxz6s3b/lQNr/XtQUXEC5Wl52HIAPd/oDM6JW24srCqxRJoigXC85cuMq9w2OKvVuEsgAEwkVYhFECZzSpiu0t6z0oTZL3sLOCaj5HJRknxwWp2Wf3bKzsHezvU87nKC2ZSclobURh60bgHWrvUFrhHVTOEhqckDIJWhp0XZPmOVpKNtc3efa7v58vfvaTHN+7Hc08RJTIWVa/jEETQfdSiCYTl8zakmHagySLskmJYZAnTOs5mVRUdY1UCu80dQW1iMF7WQcy3SUA86qO95rAfLHgaHzCsJORdrLvyNjd3t5ByaZ5FsQDRZQAtLqDy2rGXxIcxy94h0rw8tfVifvBIPfrbauvnHYOowSiNtDrdZDtgYu2uuGYFxGfWVcWZwXKB86f2eHyuV3SJBItlajpJJLZrGQ6K5gWRTQ6aKr9piFgLGFEgDaGoix56aWXuHr16jIA6ff7xEumKIoFQgjq2pLnHaqqoiVzLc9KKrLuBgfTBeN5YF5UKK1I0wwlLWuDjMHaDmc3OlgnmZeew8kJx5Mp80WBMia2RkWsLD18Dd8J87x6IRViKbUmTSTenQbWIIQmTQa4EDBJwpWrVxFSMh6Pub93H+cc733ve7+mPf2Ntndz7CaJiYoFziGVivObtUymU7p5l4BCyMBsPOFLL77IbL7g7MVL+OB59dVrPP3MueZ+RULPavtTKQVNkNzikJfzu4ydszTP0b0uUjrWEkM1m+DqBVmaQBBomZDkXYSsmc+mzIoCk6boJBJ4rr/1FsjAztlHGK2tRx5IXbO5vkYkjpXsHx1QuzjmpJIEoUizjNnCQ5BkiWIyV2g7J5cpqc5wSJSMT5durwsxGZKdDplWfPXLr1DVjstXn2VycsLZnU1kcIRqxmirRzfLMUoiVRrVAHTs5BVFwXQ6ZTweM51M+OjHP0W3e5asm5OkOalM6PZTlDEE7/n5n/+7/Ivf+FOC/wB/8VoglRmX1xSPXrnEydExa2sb6CRKWUEkYQUBs3nBq597ke97//vY2dkg4NFG4+pYdIpSZqfQptWu1ur4F0112Ci1JMVL2bS1+Zomy7dl3AplaAmrLXyirRFLGe9dCCyfTe/jvNESSb23zfQhlzHCsrLb6LzLhsS/rFGszD11s9ZFtZKV+agpnMn2/TSKVjSQDhxKSESIZPR4XhKjNaYZZ1nW4cLlS8hOh9HGBsF7hJJIFaEA0lm0VnityLRDIEmSlMQkjfJV5O90jWmOA4w2mMQgReRLCCVJ0hjc7+3t8/m/+AKf++xnefXlV9jbuw8ikDVwC+8i0MyYhCRNQSqkNnSyDqlOUVLQybr0Oh2GwwE7Z7bQypCkmkE3I0sStFLkeU6300EIidYKrXSTnKhl96y1h16dc633+KqK2t2y8UmA5XX1XvDqy6/wysuvsLe3j/eO2lqUlEiTRAiqjQUVITzBx0LPfP43VDEGPgJcCyHsxRssfgv4EDASQugmCzwP3HqnD4cQfg34NYDLFy8E5z3Ku6V4eQTTywiLsDVZmpKoqFsX2x8ama+hVdJMXA1uoW1trPxzq60LIHjfMFGbASuILfvWyEOE5d+j+Ufzc2Xf3kXssfOuqTp7bO3AEq1evccGkEpz7tw2WRqznRhki+WtVUqRJoYJCzbWhmycOUdlS4rxEb5upNOMQAlNp5MxHAwjq9RaZJLS6Q3x2ZS70xOkVHS0ZHpyzKSXMVpbIyhFpgxK+KgfKCXb6+tM5gWHJ2NqZ6OUmnN4IaiKkswYUh0VNFyaYYwhyzLqqubs+UvcvXuXcl6wODlaRl2tvrML0U5UaoVKGtUKArJyoAxh2EPnCYmRJFrRSTPObmzH4NFHglZZWSazMTYEhv0hSmlOjk8Y9vsUVRWxiISohmEd1aJmc3f0HRm7jz3+RLh27Q0ef/xxtDRUZX2aOBEn6lZFQfBg5eKdCHY89B6akfJOeqHhHf7roeN84Pe2+rWsahI7Ht1eJ35Ls0BY5yhLh3Vzrt+9T1l7hPec3d7k/Jlt+t0O1tZYZykWC4rSMZkuOB5PmZVVTLpEJKe0yeSrr77KxYsXybJsmUy2EIRW7ktKGS2Dm7/FCTM8eJ3aRDQIrNTUPmE6c4ynjlBZOnmCkkTNcjujnB5z8+0TZrWL1sNOEETApIZuEucOuSTXfO01e7hSvPpTSNG4PH59vHQIp1jx3d3dZj7yUb0gRDeqv0w66KHtXRu7vW43yOVYaJKmAFWxQIZIXvLWYRLNwd4eW2d2GfW7zIsx3W40q2hbn8su2kog3FZal89DM748HhE8iY5BqkljELjIOpSzE3y94N7+Hrtnz9Hp9JnUJzjnmc0LTJLgnWU8GTMZjzl7/iwbG5tN0UHgbU1iEmZFwb29A9AST1ykpTK40OD5RYVWjeMbjp2+ZJhHs4zYqTntDAjRioBBmqTsbG3xzFOPMVzfwC2OWd9a5wPvfxrvBZ1uxmjUIUvT5bXw3i/xsFVVMx3P2D84YDabM9mbceHqRgxYJHGO73WwdYmtK5599mm6v/47VNO73Nkf8ZWbFYNMcPHyo1SlpdsZsH98wu7uECklN96+x2w2Zmt7G29LxsdHDHpdyrIiLMdaWK5Zp9XMrx2/S5WdpVV8u3aJrzPjfHvGrU67QcimvS4enBmFjFVkQoQHCYitXu8JbXLeKKT4xuOgHZfta9EVzTcxwcq+20KbXIkv4sGtXrX4Xh/wog3fVrqHIlafg28SDynRjZZwdzBk5+wj7Jw/hzAawYp7atuZQpAahfeSXGu8k3Hc+2hM0slzFNFhUhpNiJcoGmtodapA4QN3bt/m83/xef70Tz/DV19/nZPDQ8qixAZLMS+WAWvbATKNeY3JUpQPFEqxc2aLwaBLt9el283p9Tp4G91Gu3mETRgVA+GomRyVeeqqamCYnjRNlxX4EAJa6wYFcLpOWudwzscEU7S4coHzlrt3bnDj5nXG00kUDYh2Qgit41wDhGBZLEoWTcElFDXfaPvrBMZvAx8UQnSIrZG/A/wZ8DHg7xKZpv8x8NvfzM6cj4uECFGuTUowSuKlIHWGLDVIoXDBUfuA1ylZfwvTFFuWWV+zkDrvlg99HPTxBrsQGmJCaCqe0AYFITiWpLu2BSwCQXgEpxrG7Y2y1lPZmtr7xu40gG2zS48DjNI8/fgFjJYxcIZlRbBNADIdW2391LO5uUFRzaP17GRMkKB0fIDWRgO2z5yhtpZFXSN0Sp5lqF7K/u17SOHppXA0i4SUwWDI9u5ZquMTCjtnYzBkYWvWegN6WQfnPdPZDOdiZqaMxlUV0ckvkjhcg9EJWnIynbLVG3Lu8lVm4xNuzmY4GwlxIcS+v200jrMspTPokiSGk/kUU9fYborqaJJUoxtrzm7a49nLj4PSqGBRwPHJnFv370ex9rOSfqfLV9+6zvPf9VwUPC9tJJARyIzhcDxl9/zud2TsWuc43D+EKxF/GfCYxMQ2pH8w2BIPTeKqrXSsVFPfaXsnfDLf8BPv9B7RjN+YlC0X/BBQSjcBS4Nvd4Gy9NRFxb2TCZ0s5cx6j8eunGfU78aWa9N6LcuayaxkPJtTNLa88/mcuq7Z3NxcNmBu3b7N1vY22hgq5/AhcOnSZbx3VFWNW8KeTmEWD2Oz239KKNApc1KO5+CkZF7VpCGeoy3n1LPDyOg/2GMx0RRVQWJS0jynP+qT5AYQDffltE20is9ug19BVMFBRqmfVl9byVPYxMPt2vZYVyX82vPoduNCAjAeT75Vc5p3bexKGQM3qSInASLEy9Y19WKB0Zra2rgQCoGwnlAu6OWaZ568wNH4JMpbet/YtTcBtpBY7FKIP/hTiTrftpyDJ5EBjSXNhuBiopSkCeOD+xwcH7K+tYGSiiTLo3wkEZqxKAqmkym9Xo/Lj15hY+sMSMFsNicEKKvInF8s5mye2aauA9rkCKmjbr1o5DKNYLqo6SRwYadLv9topIrTpHaZzDYjxAvY3NniZ37mpyiKgpdefJVHzq+jE71UHfB42lxHKbmsjGlj8EhOxjO+/PpXmJcV565cJMt7QMC6ikQndIykKqa4Oiayzz/zCJ9/+zbVfIdr94f0ehlXLw3pDVM6eUa9t8frX/ky58+dY3pyzNHhfTbXelx65DwnJ9GQwTv3QKcSThPzJf9mZZ5qg+bTLmc79h8MoL9OPvg3Om4REmWypprdHENTvrZB4ryNMItGVaINTpfnGyJvaKkWQxtgRzUf0RDzpDK0+OBlhTx+PUsfA2J1OrSptQht+3lZFIjxhSD4Riqs0TePWvyOOjiSPGe0vc3OxUci54EH420ZAqrRJkh0pPnlWlM6FaX5nENrRZ6nSBGYzgp6w0HT8ZAYpaJ9vRQsrOX69Zt89jN/xqc/9WmuX7vGdDyO8EiI4zjmErQSneWioiprtDEoKZi4Y4yWGCXIc0O/l9PrdmJSGRyJksim8LeaPLdQl7qO5khVVTbkONWcbzSIyrMsGoU4v7yPLf5bNskrPoBbkGhPwFI7hzIdMt3F0SG0BUEpcLZkUY+Z1RblZ39p4PvXwRh/Rgjxm8BfEEUaPk/M6H4H+JdCiP+h+dv/8c3srw02lZYxy5GgEbjakxlFYiROeGrvqYIC2aWf9xqTiQaj4lbsD31sFy3lgvwqRqKp/OIfgEe0gxVWFrmVLLNthcfvsNTeUVpLZR14gbANQa9poiit2Rj1+MDTF2Klu9l3rNpJtBMoAalJyHOJc4FOJk093nwAACAASURBVOl0cmZpRjEbR23nsoJel85gQKcfF/WIafbkWiM6CWneoa4mHM9mLEpLOSsIVcVjly4xOTnkuJhxdjjixv17HJwcMer2eHR3l2s3bnFUW0QVJ/W004m4SRHNGmpnsM5yPJ2y4SyT+YTd848wG485vH+P2dG9ZTVTNplcwJN3Ms7sbtHvdnjjxttks4qJlPRsBShKa9FpyuXBNpuDNRQpMzcm2AW37+6xfzxBacne/T3m+Yx/+4lP8+zTjyGFQaqEuvJIpUgzzVu39tk92PrOjN0AH/ze7+fo6IhFNWc0GjAYdplOaryQyxZfi5VaDfLaFnr7062M0OY4l8nTKvP/G5zXQ+95cCy3RAS5PJ6oJV1VdVReieEA0hiC0VSTmk6nQ0rN9z3/PtLG1946i63bgBakMEwmU0yW4eZzbl6/zsHhIT/4Qz9E2SgTfP8LL0TyXGME0VaCW8yd918rxfOA5SvRihYhUb0uPhkwGzsQGcpXCBe1bAmB+fSEenyfUT8h71/CipogPDS+7kpHvkFdV0htIIIGHghs47MfAxstJdKHCIuBB6ruy2MVD1ZG230scZqwZIGvVkKkjqS3b3Z7N8euEJJ0ZwcrBfX+AaEoMFKQaI02BlvXjTRX1H29fu1NxidHvP/f+TDdXo9+rxs1bwWoFdylbyBWRmt8BA9GDLNsK4+RWGskCDtlMUvodQf0e0N8vxtl2Q7u4eqK48N7nL18lazXZf/uXSYnhwTv2D27i7OBwWgIwdHpDlEmYVGUFPMFJsnJN4dok9DJM1KTU1m3VAYRToAwBB3YzjVpEpV1QmiFuWSDv2+q4M1a4L3HhhB1hLsdnv/e76HyLgZWopUxkygTq+ZKyyW2EalIen3GRcmstFQVrG/s4H2JcxLnA8XMUU9qfJ5gHRgp+en/4Kf48q/+c4rDN5lmzzEpNyh8Ti4Nd/fusLt7hn/yP/4KP/NTP8PFCxcY9nLmk+kSN7xaIFqtgT5sILQqI/iAJruLRaqkUSSJAaCIcck7GG38TY/baM3crIHeNd3dJui1IkZ0MiCkb+yZWc6jwOmz69Vp4N/su1VOjM51K5yIWC+OHYCma7XqBtmc5GnArEAhl2R/CERvCh+9FpxABk8TJqMTQ38wjMS+JvG23mPrmuAcXkk6WUpiDJIIC1EIdGLwzpGmht6gAzJypWrrKRce001IEkOaJiQmoXaWyXjKv/nXv8On/+RP2N/fx5UVwXkaYsjyWrT4agEEGUAEhAgoKSirGb3+eWpbEeqa3CRkSUpVVQwHPTwOIU9txlvH3HZMdjod7u3vIYRgMpmSpSndbpc8y5EidoNbmTbvPImJx9+kQgDUtsCWM87t7vL41ce4fzjlzv6UvL+BSYbIfB1j0mWSN1qbIbvXufHqZwjhb65iTAjhHwL/8KE/vwl84FvZj+DUBjryiAQEgfAQREAajfcW2zieZfmIdO0cSijaNcVbh/UWF9xyoLY3oq4tSjWLVQgoYgYWWdZNJcp5pFdYX8UHqeGH2rb15KOZhyc0LNI4qLUMjTi2pQSCdyA9xmi2t9b5yR/5fvqDAdZWWGqcBKGiNJwTIIInzzIykzALM7aHAxZFSTk5oRpLSglGZQSgqBwOSE1GZkxzHkANm1sjbl3b58jmZElKkhik9yQicOmRCzhbIgiYRPPaW29xff+AftblzJlt8rpi72CCFrIJjCU6TTFGM10EdDDoLKUoptggGAw22b1wlfHxmNc//3GCi5XeBIEyBoElzRLWh9EU4cb+HqKeY+oaMbWMjGEiYJB2ubS2w2wyZ7AG1juKRclkNmF/fx/hPLosmA46HB4dc3h8Qq87QiuJVxJCQpZkCBy39u5/Z8auEEv5ly45i3LOtWtv0clzNkbbzGez06rKQ+34lWNZVmRWUrcl5KBdtB7+DKxghr/Oa21gvrqgrR57CIGqrDBJ0ri3RcKJd555URC8p6gWaG1OsaI+YIVfup1NJhN6/T7j6RRjDE899RQ+BGazGZ5Y5Xvoqj0gZL+KP11i+pvjrBrXLa01QQrWNnawaZ+9eaBUDl87XFEw7HYJ9Yy+tjhb4rRjLekSvEW5ZCkB1OCmsLVlERYoI6J6AGJZjVCNQoNsCImJ1tHyvIFNtNuDUJh3TljaRdhauwwc2/N8OFD+Zrd3a+zq7oBL//SfU6Zd3v61/5WTP/xtvJ0jhcHZGtFwGYr5jLqKJj8nxZzZH/whP/vv/z1CmiKlpNPpUDfa8a7pBlDXBO9OK/9NMhGTqwiVCVKhcFDO0IMeaZaRpRmbaxvcMoa9/btce+sNrly9yu6li+ysDbh75xYnJ2MSndLpDLDWIoXm7t27DIYj+v0+81nJYDAgaEV/1It6x5XFqGgrvZjNSdM0HsPUYbogpYlaqyG6R67eJyBCvd7h3trWtKEZs5FhfwoH9CI6uaZpRtbpIlTK8bhi9/wTPPX0d/PVG3ukeTcSpGRgfDTmrtec3TgXlcalRJuMn/8Pf5Z/8/uf5Wh8iy/fPsc/+51Dfvkjhl/9J7/CL/+X/zW/9J/+It4F9g/vsVgU5E2FHU4VG3w4JaU9nMQ9DHcJISzl9pzWFA3/o21lCymoygUnx8ff9Hh7t8ZtOzd67xFBIFEIqZEy8mQiHNMhpUaEBg/dtAF88CAeurfN/mL4GoMQoZtKeqNnHDvIESrYHADACueBZel6mfgSYrLVdOEIqqlGu9Nqto/9qOODI1578Qt89/PP4xKDFRGX7mob1bacpBaefndIJzOMEs14XmJ0l41uTpZpbFkxtZaFlAwGfRId6HczOkmKRkJtmU3GfPqP/5jf/le/tTxnQaySL+ezJVThwWskROyiLxYLzuzukOUZG2vrnH3kHEmWcTIb40IgTVN0NyfNupG70FzfsiwbHLGkKCIJNc9zqkXJfD4nhECaJvjgmc/n5HnG2mgNpZtSeXD4EPX+QTAeH3LtrTfwxvBd3/UcOsn5zMvXuT3VSDVEiySCEJUi5qU5w+0ekPD2Kx/7hmPsb4XznZCCvBvlN1pcmpQq6gXX8WaVjdGGJSEVHdIkR6nGcKDR0vTeR5KO90g83sW/CRmlvaA1B6G5+a0sXLSLdqEl7Z0GL0ZI6pXfgwfviPjiZsKJWXlMVLUx5J2MK4+e5SMfeo7nn7pEUVrqYHEr7SmtNUbWCOvI8oxuljI1M7Z6Cr89JHAWmWnmkzkZFT5UjEYDkjSlDgENdDs5qVKwsDz7zBPcvXWHUFfMRcp+bVGTMWsEdnc22b97hBSC+WSCDFDVntvFCWuu5vzmJq6s2T+ZoQgI7+gkCf1Ol8OTY7x0pASUraCcUZUTNrbP8MR7389kNuP49c9SN3qMsRLauIY1C2MxXzBZVJhUcDSumAiFUilzCt6+dwcjDTYskEERlCbNemTdBbaumNWWm6+/ye0bN0iEAG+jiDvR4CHt5Fy9cIGvvvXWt3PIPrC1OEopDN18SK8TJ8wbt2+wvbHG2tqIeVE04vueEOSSGAKnwdMqVEKIiF99OChe7W48EOTGD73zATYT3cMGGyGEWL0oq9hGkxqEIDEJ/X6P+/tHaCHojtZPybHeY+uKqqrJ8xyP4ta9Q/aPj2I12LekCL9cWNtzXK3GvlOwD8TWT/Osaim4+sQVZrMF+/f3Of/IRWSS4JCkWmCdZ68qsX7B+W7G1TNbvPbaK8zGx+RJdLZSJkX7lmGvHmgRG6UwUpFmKd0kJdEKOA1s2mMVQkCuvwbKsgqXaCf/AIQ4gTyA0UuUWeIKHw5CvlObzTt8WZaUf/ivGVx/hbMdQ6V6VIvm3qmEVAiU1stnWQLFbMbtW7fY2NnGNMmSVhIhNNJGHK2RkbegtY7ElybhWCwWeO8wRlFVNS9/6Us8+Z4nkbYg1Rv0+j2EdOxefITD+YQPfOjDbO9skHW6rK31uXjhPOVizuuvXWN35yIljvnkhK3tbZTJCFIy2lwn7/RYzC2pTGOxRStwEqkMnTyPpO7Ss7V1ljODQ8ZHx0jfo9PJl/dMNbhO35AT22A3qg8onA1tjyVi1ZUkuklG2bS020UqGQMFrUFCVTlkkGxunWFjY528O+DzL75EJzM4p3GujnAPABG5Gv20xzPPPs6t2zd59at3WRx+gZqn+NXfPOEf//f/HYd1gVsorK1JtOb6nbt89rOf4ed+7ueWz6AQIlbvm+1hyFCb9Gqtl0lcO06NMRFDIlT0r5CxWKR8/L5v9yaI1dioqxsxv957bOXBt1rbCVLIU5iU8LGgFaAVX2v3RbNmgcCHRrpORgMkwpI+hwt1Y6pBvM8CBHYJFYrXVOKFX+47BI9QApM007N1eGuR0q1Yx8ekaz4r+cQffRyhApcuX2Bn9zJGKwieIKJBRT0BWws+/fbbnL/yDKM8kKSaXr9PJ09xrqaTdjASRqM+aW5QaUz8F7OCG2+/ye/97kfJ0x6LoohxkWqCHqUjIESAlpHIGmrYPXceZSRaw7PPPsPm9g6XLl5EpynjYs7xdIosKkyaIZVmPJnifKCsPTvba/SShDRNUVpFOddm7M1mM+ZFsZRDPJlNmcymmADD4YDNq5epqwVapNGGuqxY+ECeGRIjmB0fk5oRf/7SLV6/PuHW/R5zeQGd1IQANbEjv6xLSUuaCXpnHmN9csjeG5/5umPsb0VgrJRkMBw0WXpYlsuF9LgQD7GoHKVz9LZ26Y52I1anCUxbC8u2bRSDYE/AIUSsBislGzmaxlgjeHywS4M9IQSVd+jgm/jC471tMI1R8/UUw9xUjkODK/YeHTydbpfHr5zne569xHsePcto2GdW1tTBU9XVsqUuhMAIgVexzaalpJ9mHJmEwgfWeilGb7I96uNdhasKZj7q/XkJdXBoFwX0e2mK7ijO7e4wGm1wdHwXRSBYg7OWntYYEbBCsKhq7hweM+r0kEFxMJ0yGAx48fU3+cAzTzAZv42dzTB5Qp4YenlGgqSwNaGaMZ8pBuspxi5IQ8XO7gbPfM8H+b03XkKXc+glhDpgvWQ6LTg+OUIlgoN7B/jqhMWgR9pJcNZR2gWHx/vcePstzq/vIGeRIFBLxbScobUkT7t4V3P97Zu4uuJLr77Ok49dIc2yWG0TCls5ZJbz5Hue+I6M3XbsrP6E2O7b2FgnBM8bb7zB1atXMcZQFCXzeRlVRZrtYQJTu63CLdoK1jt918PHsbq1VeelG197fEtSVGA6nS4/r3Uj56M1o7URr7/+GnmycVotC6CkIk0E1sN4fIIxmuPjY6rlwiuWyV8LO1iFHrTJb6tdDCvV16ay0Ol0eN93vY/Do/tsb22RJRlHR0d0Oh3WNtbZWusw6s6ZjQuuXHqWF195hZdf/grWxirEqsxaS+Zoq7RtZVgIQZIqhFH00jQ+N0E8oJCzuj0sy9fuYzUBaIVtliY3q1J9EkQ4nbfa6/Ct1Yvfva042EP+F7+EsIcUdc3B2jbFd3+Aqz/8AuU//hVm4xkQsZjGRPdK76O18Xg8xuQZGxsbKKUoq4pgLejYOXLOkSQJk3ncR9IQHeu65vj4mPl8znA44n3vfR9SSmaTI4rZGJV2SQfrbK0N+aHv/xDz2YJEarqJQEvQQiP7I9b7T1OWNTfv7rO9s4nSEWIltIkGELai39P0OgnjeYmUinJeMp2WVNZT1hW2DswW+2xeTFF+wPHRIePxSTRKMNGoRLf3qH1+hGhVCJFSYK1fGU8KpRNMmpNmkfzTGtPU1lJVjpdfepUvfv5FpINPfvITbO9eQGtNURR0u30unj/Ppd0uBLt8WNtA/eDwgPH91xDJEdMqQa5d4p/+1pv8Rz+0S55Ay1159NFH2dnZ5saNG1y8eJGyLE+D+nBKumvP5xTOdAq5aAmwSZJgG1Uo7wK2DmgtOTk55hMf/T1S87Vubn/Tmw+euS0QSiClQUmF0JLEhCUmFu+j4UZoA+PmORMP2i6H9o80c4VY0R6W4vQ1gCCRQiPcinGN1A2/IO4nJlHRgEXKxjeBFpMcTZW88CAU1paxotl28wAhFULAjeu3uXn9FgRHmii2tja4fPUxkuF5DgrPlSe3GI52yI0kzzW9bsrasI8UMOgOEN6SpQmp1mgRdcXfuvE2v/t7H+fu3iGLusYCKLm0R9YioBVs7W5z/twuT7/nMX7ghQ/T7fdASpQxSJ2wd3hMmqYMBwOC9yjTFHRR0Xa9WNDpdJnPZ0h5KgHakh611lRVRZ6ky86EaZIYW1YMhkOcc7z88susra2xPhxFD4bDQ27ducO9wzE2KGal5PqdCV+5tc/xuGCxiNwC2XI/pMQTZXVFAx30wYPxnH/yA3/7A2OpFN3eABrCnLMeaz0Ii9bxpCpXkWcjknyI0hFgHrxfLkCrD3YIDudqpAyYxr7Se7skgkTQeyTZCdlcMB9ZqK1urwshYnwan3HfwC6c97EVaF183Xu8ddRW8uM/9D6ee/JRNtf6zYQRsZSVqx+oKkkEidKQpFQhTlrGaPIswbkapQypUQwzg7WOeZ2RzKZoBF5AHSKGr3KOhbNkUtPr9XjmuSd59WXH8dEB5dExCxVIzm0jdYbQhuPDQya1pWaBUorRYIgQ8cF44+1bXDy7yevXb6BVZHcTHMNeF+emdNOoJtDPc3ppQj/VqEEPLy5w5sLTHFx/Ea0NxijqRcmiLDk8Oo7EHi8IwcCsbK5thtKGqnJcu7fH6M419o7GnF0bcv6RS6yNhvS7jvlkxsHhmP5ohPWOGzducvbCeXpKooJHak0nzxlqieSbw7r9TWxCtrjESMKI/xMIFEEI+sM1xrM5B3v36ff6XLhwgcl0RrFYRHxcqGkAREjZVhpjLcoSSZyyqR67hyrF0ExK3sex/lCrv2XFq+i6gm1whkopOllKlmiee+K7MVlCbV3zfPjG9tuR5R0W5QJb14hMIxMZDVhsINSWQd7h7v6YoiiQIrKehZJL0sVqZar9uQop+NqLqRiO1lkf9pgc7tHNUnrdjFe/9Aq7O2dRUrGYFdjSoiSMhjl//Kk/5fjkOE6I0iCUWqqeZJ1OrPZxuhieVneicUFbzW5DXrHSDn3g0FbOZZUcuKq+EEKIhgHLdirLz7R8B9k4YkohsCvJwbd703XJeGuLy3/vl5CjAUp2SftnsP2U9f/pf+OV/+o/x88rrK+pRb2cP7XUfOoTn2B9+ww/+VM/GZMNraHRlXUyzsVlWcaAynu+9NprJEnCmZ0znD+vsbZmsYja1ATwSKwP1MWEWTHmznVJTY/Ll89zZ+9TnD+7zfmzZ9jcWKfbyQlS8vKXXuYD3/u9mHTAwdEJRaO80BYfRLAEarLM4KvGSr7BpdZ1jbew1omVQa0Vw+GQ8XjMrdu3uHz50jKp1E3yEhCNjvbp+DHG4HxA6ChxaUyKSVNUmsbijRRU8wW+qqnLGaKasJgc8NU3b/K+9/8gv/sHH+XHf+qn2b9zh7XRAERgOpuTrRmk8KQm47d+61/xYz/2Y/zsz/57zMY/xEuvvM5v/M7HWVM5Rdrjjz434cd/YINcB+oqsvA7WYdz584hhOCll77IU089FWURAVos8dLF8Wul2lr3wnZcx0JEhA3eu3+fW9de5/LZjQfMXb5dmxCKPB81pLmwgmKK5N0QAl6IRoEjmoFJEaGQAYjKVnEebdf/eA2I6kFSxfZvOA2MBRC1YuO/dl6Nc0WrhRxwKjrN1XVFEAJFY+LhPSrEe6NUEuE6UhJcXGdpIJug49whLCJorjz5FO95/CoXHznL1saQ/nDInb09yqDpZDmDVNLv9iMXxCi0kayNeugQlXmKRUFtHa995at87I8+zp//+RcZTyYRGiKjU7Aykicev8qPfeQH+ND3Po9MMwa9Lr1eD5XlIGOxwHpPbS1rWztIAetraxilSbXCWUtVW5SOCXSxWFAu+izqisyY+Cx4Bz4gfISjihBwdU0IsevvvEdLyf37t1gbrXNyfMxkNufoeEKiI6G9qASvvHaHvcKDTDg5mTM+mVJVkVguZVvUiBUKKXSTxDZE2mBJBAjZ/YZj7G9FYCyEJEk74BzOWgQ2guqBKD0oQCVkw3OkWRe1IpfStn1OHWZaoL1A+Ih78CsmHMG5ZtB7hPBLcKZzDuk8Nrim3b2ykLefDXFibUl3C1tTOY+3lq31Ec89c5ndzXV0kylGKaYYTLd4z3aTUp6SU0Ssbie6IeWFuIiXHoT3mMY61jtHohOwNUVZUpcRN0ynS+Y1Z89usLd3Fh9gUUxxVlHUnqq2zBcFKEUIgoUNrHUzuknCSTHHmITD2Zyzaz2Ec0jvqcqSqq4YdDtMJgWJ1jgEw27O+qDHoJtCIqj6OVfe+zz7t19DBtBZivTROfBkNqcSgULJmLFrifMK5TVpMJg8ZzrK+MzxbZJ5oDfIWVjLMDdIHxCdDFjnrbfeQinF29dvcPF9T3J52CdPs2YCEQSpImHwO7EJlth4iPin9j57F4NbpROqypJlGUpJ7t27y71793nhhRe4fec28/mcJY09tJqcYjl5KKLjnItPdvM20WiRNofxUDUzhLCs0kasrKLT6TCeTnjjzTe5d/8uP/njP0pVzhmOhvhQIwCtIiTG1pY0SaJsW1Gyd/+QNN3GJBqNbBwILbPFgvt7+2ipYwCq5OnCu3I81toHICNft7pNYFEWjCeBbjdDqYSXXnyZQW9A1MDUKK2obMXde/scHIw5mUwYDPr0+320ieLxiYqTpBMRN+rdg1jtJb6uCWJbrB28c+X9nf7e/r5KonzgHjT/71cCaIAgV5KFZav2278ZrbDXXuX4336U/O/8OLI4YvLpX6dScJIG0l4HVy+oS4e1ESdsmgXK+8AHPvg93LjxNo8+eiU6kNG6eMVtPp8znU7Z3NrisStXsM5hjEEiKBYFzvol67y5ICCiHr0Snjt7e2xsrKE0vPnmLW7f/P+Ze89Y3a7zzu+3yi5vO/3ce3krKYqkSLGYkmzZ6i6akUtsw47tTGbiMoMMpmCQCmQ+BPmU+RB4EGAGAZKBkZFtJBg7xUlsR7CsMhpLliVTFCmJFNsVyyUvedtpb917r5YPz97vee8VKQqILWoLR4fnvee8Ze+113rW//mXa4wGPba219jaXKcs+kxnC9Q8klTrU5wU1uQ4V1MUPVJUGDQqOlRiCVQ0MWKT4h0XRpgsCFhRloy0grHixRdf5O13vp3kZUNgtJLCOKqWGkILaGTopNA2xxgLSsZ6TLIIxxDwVd22zRsG/T7b21u8eOlVMmu4cP4CO7u38crz3wLnGfZ6rK3nhDDn8cce40Mf/jDvf//7GQ6HJGDQ6/NODAezms/+u0+SLvwEz46H9B6rePguzXppMVqTFR4ThR5x4fx5nnziCd5+552sra0TaL2MV3ml3Nyx6sZyZ6MohYVGJ4Ovatx0zPnTW2/I3vrrPESP0WYzt77r7b+g1DEgIEVsC1S0vmXCoGzXfa1aWvAxp7aDN7TRnZ4PoLU9Uy0NTnjLunsLHG+UlDbCiVUalCERSW1hLM8n/OJuzAelSL5ZKeYETNNGsb61wX333cc999zJ9sY6/V7OaDRgfWOINpYrezPW+j16RY6Vj0evLCQ8wzkOJ1OOxlMee/zrfOXRx7j4rW9xcDBu41bFVefc+TPce/87eeihB7j/vrs5ceY2VF4w6PcpyxJrM2yWCbgYpI4pcxHEFWXZ2l2uWN6181xT9vDe44IjhMCsTXt84bmLPP/8RU7s7LKze4qr165zY2+fg8NDYkoMRiNeu7rPaLRG8JFZ05BnOWXRJ8tLYjJMjmoWKRGSOFFIm05BPOZLp8QSDFEoobEhHQVjNelNptzvm8JY20yI70kuQFSxtQtpF5/+Dnk5bHlfcaliPy6IOzsq8SxWLQrsU5dz3lp/tGixIsogTMck+mO+cDuQae+ZKKlfqS2afYz4EHFO7Np8itxz/iwb60MRhsWIj8cJQnSDvkO0ScexyUYTiTjvyI3w8DRASjRKLmaKoVWC+raY9vg2vW5RVyStKJTGqMT69hpVqMlmPYosx2M4HB8xmc4pW7uW2jmqpiE3Chc8SSW881y9sUe/LDDGEGKQz5AiRkPygUCgzHLhNueWoBKD3HDnXffwtS9soRYH2KIgRkdsGqq6YRYcPjlUmZHlBtdI/HcmOXbMQ+D6Ys5m0eOGn3FnlovfpDLoLJG0YnJ0CEgr8YsvP82VVPGu83dyerhBCFESsr5LdfRf+diFFnVoMV91bHwvgo82RjQFyrKHIrFYLFAKptMJF597jne/+92Mx+OWf3k8RhLie2laPEJptXQDUgpi0ksP3CVVokV+jDHkec58PufFF1/k/Llz9MsSC+xubrC7s8721jomJS5ffpXRqEdZlIJaKwlmSVFx/fo+pQ488eTTrG0M2VgfQZTN3tF0wktXXmM8HnMsHpTP/HqiHrmf9PLELTnPK0WjSuC942g6RV232GzMyy9f5vbbb+f69euEKL6XNs+oqoZIYmdnm+FwSL/fJzOtkFdJl6f2nhQ7JL5DdduLl5b/1xavHW7/Btd6pQq4tfB//d8VW6jVDXt3LAsQs7Kr+h4fSiu2Y6T6y78gRjBFH3fxKerDG0ysofz3/yPqP/pfsQFUa/eltbQ8s8xy112388yzz0srtPUqnS6mvPrqq9xxxx0MBgPpTPR6lGVJ3dTUdYNKQj9JhYyjuq7pxEi6VeTrIgGOyXzOaNRnUTVMJxP29yI39ntsb23y9jsusLc/IakpRTlEKeFSOqJ0cXSiyHSb2hgJwYsHfFNDABsUp4a6bZkHFImi9U/da2peuvQSd5w9t0LzOd5QaXUsEjVKrKY6T+qEI4VECnVbt7WiTxUZjoac2D1Bbg3Xr17mB+67m36mefvbznHh/C6FdUwnc07tbrK5uU2McOHCBWJMeO8w1rK7u8OPvOch6vEhn//GlyiHH+bpl8VV4N4zhhNrCq0jyckaduLEpfgWhQAAIABJREFUCcbjMYXNZO1r6YGe43GclvOUgE2dbgdWXFgUXH3tZQ6uXmajbxkNy+94D/y1HrfcMqubbdXSJjqwoNM93PTnq2mTbRG1+phSCi0VpNQG7WOrsdlam1vmNdFxKHO8iUjiTwU6yZjo6J1JkveUM3gSoRE0tetNaK2554H7uP2Oc5za3aYoCqJS2LzkxGhLfscOKHKD1Uoce6Jf0hSmsxmvvHqVxx//Bl959HFefPEl5rMZMaSWB6/oD3Le85538YEPvo8Lt19gNBySFT2UzSjKHr1en8xmxCTuXVkh9Ulps+Vmn9eZBxWgi4KU53gnwjpX1Vx68RKf/NRnee5bL3LyxCku3H4HR7OKw/0x48lUNEODAePJjLw4gmio2w1ur+xRlLJG9fICbczS/lbElq29brs+iqWbljl9Oe+K13k7YL7j8Po+KYzlw3kV8Shcgjq0NmgpYnRGPtzFtvSEEJFElhW+VMfhCTGIM0RqC1MQu5MVD2JNWg7OYz/C2P6OtNqOFZqtcC8FQoqEmPAx4RP4CC4EQkqcv+02Ukg475aR1suiPabjgil2Psmdj7Egi94HMqWxRi0tXkQFG4jRkwGz4AnB4bwg6t4LYd1aSxYTcV5hciiGJbFVEAcSV25cZ/9oxpmdnJgCdd1wGAWlLoscFx0pOF69UXHH+bPCP/KephFPWptJ263xjszY1iVAuFAFiZO72+ycfhvj5x+VQWpzTAw43zCdNdA4GAzQucKGgIqRHEueNPWiYdTvoweKPT8nKwrhcCuomoYbe9eZHB0RY2S2qPj6qy/w3OKQ7bU1Tq9tokKCGKib6i0cv8c3HiATrQJtVDvptohFO0lnWcb29jYvvfQSr155jfeVJfsvvshwKHY1VVXjnBPfXMRbdvm8XWtPKRlFSibqsiy5vneDlGA4GpHlOVkmThJHR0e406ep64pekfPAO+/l7IUzErOuLV//xpOcO3uaQd8RE0wmc/YOx9zYG3Owf8Con/P0MxfZPbHN2TO3kecZTeO49MprvPzaVWIMgrBotaSCqBXXBaEqgDXHpvxaq2WYAu2CI53RRNNoZlXN9YNDUgqYLGc2XzBbLKgWC4qix2h9g37ZZ21jjczmy3aZ0aIvWCJ7tHzflroQRQGH6ibIDtdNgia8EYXi24SRtxy30itWnvq4MJb+TrtQC9lGt5zCt+JICbY3dzm6dpXqkS/gd06RNk6yyEt6p04QP/YL+CuXKb70F6TJwTGy3RaE08mEs+fOcf3KDfKiYLQuMavzubg+bG1t0XGwQwjLDRftY9KeP27bd4eKAhqsD3OqOtAfKnplhtYJ31TMFxVp/5DR2hbF3JH3Cgalp8wL8VlNht6gjyJgTKJygWlVM68aXNMQmkCKGmJARwc6ByU2k0opyl6P3d2TPPvsMwzLHttbW9LJafGN1c1nSkk6fjFKh6gdKyF4kvcYo0V0REIrCbA5c/Y0d999J8YOeNf9d1IHw+jCCS7csct0csT4aMZobYP7H3xQAkjq0PrK66X/+20nd/iZn/lJXnv1t1jsv8R06x6eulQSVU7KErv9iFKBpDRWK+6991583eC9Zz6fMZlO2d7ZWQJCHWmgQ4mrqqKu62WnMgI3XnuZ57/2CFkz4R133U6RWZJ+Kzp1asn57rIFuns3dRldrTVgUkkEg6nVMXTsi2XXho5fIb7k7ZwrBZZf/oJCQMk8ywRtT6C1bedgtRT6KaXb15BMBpFmypG0hNsYLZa0ut0w+caRaACNMgLwDYdDzt1xgeFoSJ7Z1g8bsjyjV5TUzrO708OahEa8x5sWWJnN5rx2fY/HH3+Cf/u5z3PlyvU2ObQ7bxqjLXe9414efvhh7rj9PFtb6xKN3h+itaXX79EveiSNcNTbebzr0mp1DCF0JBCpbxI+OCaziqOjCePplOlswfXrezz57Cs8/swlDg4c+4t9XjvyKNvDN5EYxcEluYbcWpLXRJcoyj69/kjAECPbBtnuaRQCkMp621bFSrUdA5ZF8U2ARgtevZno+fuiME5JHCcaH2h8oGo886oRJCFGeuvblOUQtL1JZJdamoJ3rnWX8NKi6OxQYPk7KXrk8gW6AA9JyBEUGBUI0S8FesevIZ0HKYQVrkWMhSsb8e2NaawVq5i6I9svM2/wwUsEoorHk2g8NvwPnXI4RfHwi164OCnhms50O9F4L4MmdRNxwDUN+1evEaqKQVFIi9I1hCgtjOk8Mp8ecXVvwfaoR105nJMif0DJ2Z1tnvnWC8InSxllf8B8f4/5ZIpJ0DhHbzgQPmTTkLV83kxDZhR1XZOZkre940Eef+Ex4aIqS5bluOBwlUM7T6wcdWbpGYOKhswU9PKSMo9slIqgHCobkmFI3okV0P4Nrl16haZp0AYmdUM/Zlw5us61o31m0xnBeZrQHLdjv9eH6ppvSNnTtesSJJUwSVDDJeqwwkWNMXL/gw/y1NNP8aU//3N+9CMfZnNjjcV8RpHluBik0aCg6xN1YiDvPdPplBMnTuC9Z3NznSee+AYxRc7lF9CZwTeOLMt4+OGHSUrhk2dna5P1zXXGR2OGo3Wu7o+Z1por+xXNlTFN3bB/cMTLl6/QVA3GWpTNSTR8+S8f5eqdd7Czu8N8Ouf6jUOCg7J3nFLUFeOrKHCWZWT2OBJda1GOd8cqWgWBIrfkZYnzEnCgdtqEpOEAoyzGZO1zJyK+vbfBB0HRBbk+5pqp1l4RWnCwndJ1N8F2KE+LGHdTflfQdijRrcjIrdSJWznIq8+hpIe7XISXy0pKN3OsvpdHAqcim1vb7I33mOxdwfXXmH/gb9J/+O3s3rhE+IVfZ/LUs6TJIZj2PEmVwTce+Tof+Bsf5ZtffxIXA+cvXODsmbNsbW3dguCJA4g2mqTl2tR1RUL4iCF4FosK1whtAWux2nBqZ8TBTFT7NivFCk1BZsBkOU9dfJ7RaI1TJ08Q1jSur+krwyAvMFiszqirmqMJXL4xZT5v0EmTm5KZ9yySY5Ggj6QsHrvZQl6UvP2ue3j0K4/wrgcfZG00Ok45bKlCWZYdAzOtX3N3YjUJneWysTO2FfAZsizn7Xdtctfdd1MWJfPFjBgsX37kRYLf5fY77iDGtnPpnHji+0Avt9JdiKm1A4X19R7/+B//A/7F//CvcG4LhkO+ubfGodL8+O2BQRapoyFXtYxJrbBFzuTqlCeeeIIPfOADK50eiTru5qW6rqmqil6vh6srFq7ma5/7U5rnn+RtO2v0dke4YoAy+fd82Eqx082j4h+96iQjLimWGNNxR09B8DKfavSykOp8RZQyUtTq1rMiRHzbkjdKOgSiDVCYDJwXUMJoGQ9LTUHbzc5yGQfLzRTS7VNK5pOkLTE0NI0npikKQ1ZKeIZzNTs7J7j68qvsjtYZFCWDXmwDNTSuqbE2J6RIlvXETjIXSsHh4SFVVfHNbz7Lpz71WQ4ODoXHr48TOmOMWJvzwR/9ccrBBkfTmuF6YGfUZ9AbUJZ9xos53kugRz8v5H13WgqOAXvpMESqqsHVNd55ZvMJL7x8lW889S1e3ZsymzdM5gv29g8o1u9gqxfpDyX91nkwNmBSNzcjvOsowN5wMKTXLwUUTQkfEZGv9ySViYNLDMtbr5tvRUuSMCpbPt4J/1ZzAd7o+L4ojGOKzBY1TVPRNA2LRc1svqCuKnKTsbFxVnz4VhDirnCtvcekNkXFJUzrNhEJWAWdCbjueL5t5GMSzoZMxMYTXMIhOdvRe2ISr1PvutYSBC9Cu+gCoZHkO9kuJTaGQ7yrhSqQZLLBGmxpybKCUDmq4DE+iPodsTNTSknhFyMNQdp93glH2QdCI58npUjwDSEY8I7kG7wTNLZpPN+6coWdkzvkticCGJ/QPuHijFmMmJRwdb3c2kUfcPM5i/mcWCuhNuSKvb0bjOdTNIrQVICiHPY4OtgnFQXz+ZT5eMqwP6Ic9ukXimQVd99zN098fg0VAoNeiUqWxslOU4160ARSnTMvDLu9EdM458r+NaKfYV7xbG+d4IfvFfeB2WSf8d4e+9duMJ9MybMCrQ2zxQLVRBQLXpxc5SuvDMnHnl6/x6B4azjGnZBySYFYBsTQOmFLIXCrmX53owYF2lg+/OEPs6gWfPazn0Wh+OVf/ls8+dQ3yfN8GY+8miJ0dHTEH/3RH/F3/95vYCzM5hMeePA+QhSv6xA8GvHftShcS8+gRVcSium8JssK3n77GS5fu0GW92gWnlnlJFjGHbG70Wdzvc/6zp1keYbWcDiZEYDB5oDhRh+VjkV2nUJ/SRVItKKfdNPidasqfom+pUC0CZOLHRsc00Rk0QZa27PYxraHblZUSfxCeX1Utzs6FfhNVI6bUJDjgq573dc73qwopl1QTfsaMaS3bgP3Okf3XhZ9w8ju0q9qVGg4k2m+9F//U456A1JekfseqlfimwoVHLYoKLThsa88yg/88Hv5yIc+xCNf/Sqz2QylFbnJ2/hx6fA55wheYty7kBmllHDrgX6/Lyh6TAKOBIVRkVwrtgf7HB15yqzPaLRFv9dQz46oK8+gPyQkOL0Gea9i0TgOqznzeQ+/4dja3CLLNd5EUhPxdSJq0NYyGA7BTVFRNvoJc0zzAVCJ4XCdH/rh9/OZT36S9/3Ie9ne2UYbjTH2uPvBMTK1enQuFRFLVvbbboYizzMymxN8oqprfu//+AN++T/4JT7y0Z+Q9FQflo4QRmvIpOsXYoV2RqzhENEoSrO+MeI//c//IX/0f3+ayxUEHJeunuD3Z6f5hXv3ybhBkcsc1HVwzp8/z+7uLi+88ALnz59fzi/A8rW7wtgYg9KGQUiMjg7QsaY3O+Tga18mFl+leYuGc2cr140lrY3EJiOFXwDR1EQBJgyKPMuWIrJuHlUptpiubhkvLZ3BGIyyNB3H2logkecFTfAYIpkplp0yqbNbzVO7FIUWMNNaxNQhJZlDlSalHKU8JiWim1JrR9FfpxjuUi8mvHZjwpNPfgIVE8YWDAcDfF1zOPfcde4MpzYKnNayoVTgneNwOmX/6IhLL77Cb/3Pv02sg7i12AKFXvKkRXvleenlV7l245AP/OC76b1tSJZbSIYmJL762NP8yHvuozQFtut2czM1rnPp2ts/4pFHv8GXH3+acRVlvktC/5x6eY/z2YwUAxsb21hA6cjcOXQmWpBl0R4ixvRkndJifuC9J8stRVlgbYECxuMxqNh2I3VLdWVJyeqOpZaErog/pgd9x/H1VzFI//8eIUbG06nEDraF8XxeU4fE2TvfuWz3dAXx0patpRN0huwxBrFgS1EiH7UgrgopBDs7uO53lZLIPJ3AuUDd1MKl9d0EJQ4UTYtkeBIeRdSqzRtvkVtgbX1ADDCZzYgpMOyV7PQ3WOv3qJuGa82MEB2zukEhBXwKYXmBnHM03YTUGmE3zjNbTLGZInhPaH2ZQegddV0xXyyIdcPBwQHz+QGj0Yi8NxKecEqkvGB+NEcXObPJlGY2kc8QI4cHFc/7BMqT2QyDYTyeE6LHx8BB3ZD1euwGuHJwyHB7a+l5G1yNq+dU8xpnHNsbI06eu4drzwtqmRmDtQU2G2KKEbacM7AWrTep8kCd1eioyBcD3HjB5OqMPx1/mfWd0+SzwI3XrrLVL7n/ve/hf//0nzFfTMms5cceehefeOkRvnjxm0xHUz7QP83h/quYFQTye33cuiiuhgO4FcHX8SR+7JAg0620+rMs55577sEYwyNf+Qt+//d/n9/8zX/Os898iy984fPc+877OHHqFDFGNre3+Ht//zekDbdyw4OE10jLK7YtRY3Bo03GwcEBzjlOnz7NoDdgf/8A1zjOnDrJY197mie++TQQeec77mLn3jspe3mLuKrjlpUWMeWtYr83+m+ttXzOlcdvNo5fKUSV2AtZgAxC9MhiJ4iWtardJAZSiMLfOz7zLLH7VUoDNxeu3TUwWssiwTGGe1Nx9AbX+FbB0q3HTRZtS+HtLQW7Qh5tE7beiiMBi7oiVwUNATKFP7zGo3/0u/zEb30cP2u4nPqYYpvpx/8nxn/5CRo7R4XAzPuW0rIOSvHwwz9A3cjckA9yyrJHVQm9yVpLCqFtIR9vhIwxZFVF8B7XOEH0EGsz54EsI9OGjV4G3hGCIiuG5FrTj55ZqIABg7JP2TesZRlRZTTB4NyC/f19BqN1JmNP0tIKTgFU9AyHgen+hH5vHa1yElGKK2WICayR+b4clPzCL/8i/8vv/A73338/999/P7EV/ci9IIr9zgEhRRlf1pQko+n3B8tzoJIAH5cvv8JffukrfPSjH+WXfv7nUCExPjqiG4VGaXIyYpvY6FMkRYOyEhBhs5xRb0hUsKgqdsuCX/qFn+JgOuZLX7vGY5eeZ2zfxu99bZt87zJ/5yMDdNmgOgRVSQrm3XffDcAjjzwirhUoKdRCEHF346lNwyx6Pv6b/4w79AF3rBesa8iHmwz/9j8h+y/+m+/1sEXmIuHmW2OXfO/ORUK2DiIWPeYxiKOGNpYcWW9FyCuId4wRk2lC8BK81YotbZEt0x9DC5iBaq3LjkXGbSOo7e7JOR7mBY0X2z1rDSaJI0WICp1ZBrnlxUtXWSxmlL0h5fAEo63T5KN1StWQXzzJF//yaSbjBfffexdFUfDk088Qf+BeZudOURQFSonbw2xe8dTTF/nXH/9dnA8Y3cP0jrtSnRtLp3lKyfPHf/B/ctu529le67O73ccQWN9MrA92cHXEmjmJnIhZ5s35CHt7Y1569Rqf/8KXubJ/SNMEUlIkDDEZ6uRIEQkqc1LTictYhrIBnxIxaGSC90sajHDZZcOZWUOuJeAphkS9cDgXMbnYcfZGayymM7xvMBq0FW5rih0yr5b8AM1xl6eLNX8zbvz3RWHsQ2Dv8JCmDtR1TVOLGf9oc4v1nljMSIRsWAZ5dEWy91IMhxhk8Qm+FdSJp6D3vlUld0I4+e6DRDFm7UTgW96upNSIXVxXcGg0KXq8F0FaR6fouFkxRgbDHoupwwckFjoCJA6mE5xzUvg2FePFghgcGZApWeRJUDeO2gkHzjWN2MWFiI8i5Ig+MZ8vKKwl+sB8MWc8nnB4cEAzX7CYz3HzjMWsYbTu2NrcZntrG5MXvPDaDQol3pP1bIbPMpTSuJTYOxqTYkPwYLWlCg07GyOauuJgNkeVmvHBhCaIM0JsNxKEgHc10TesD9aYA+fueoCrzz9BCOJoYDJNVI5Br+Tw4CpBb/LOd53lhcULuCOHIhH6NXHq8b0C1Y/8m//r3/Che96DagLBTUiZZ38xxYTA2toaP3zPffzZ1W/y2uEVJtUR1+oez736Ck+/8PJbNn5X0U84DuxYqrnVsXftKm1gVcgB0Ov1KIqcy5cv88lPfpJf/dVf5YknnuC//+f/gv/un/235GXBwdERwXno6Bmvc4PfxKtq2/dphergvefSpUsoLCmCyUBNDWdObHBi5z1onSgyg9aWlMSXU60WoEmT4ipdAW4iyipaEZIidfTodOyS0Z2z10NkbzpHrAgq0nGkckqgMvE5d6FbiaQl2v3t6tcb8YNDjFiljgN/Xud3bj2vq99v/Qw3U0Juvg6x3U+kFW5zgpvOyff6CN6LzZ41lGVBpjSLuqK5cYP/9x/9x9xjMg7LnCILZC7RK4FK43TEGrPkDhf9ARmJVy5f5urVqzzw0EOYUpaWroOQWSsC6LZzUFUVeWv8772M58xmS2BgsVhQ1zVOa6w+wAePKjJivilt4ZgY9de4PnYsvMM4Q2khNxETA4eVY38xJ69gOnOEZNHaYpNsgFyjuXBinaCk6WeiIilNtDkqy7E6Q5FQIeH9hL/1t/9DPvOpT/P5z3+ej3zkI8uuj2o5tuLKoVBWYWxGVvaIRmO0IcsyUkp8/nNfoMxzHnzwQT72sY8Jl3dWi6hea/JeT6hLLfIVgkdFR2kVIUoIRa/XoyyKdm+qsbaEmDBaY4ucv/n+dU6tv8j/9ok/Jp19L3V2gt/6vOcnfxDOrgcywk33YlVVvPe97+V3f/d3+dEPfoj+cEBVVcymM5qmIc9zHvvEJzgZ9jjbs6yryFHQjOOI9yxGS8u37/WhlCbPM8kDSrI2CQeW1maudcChnV+W92nEGEu/379p3u5a7CHoJf+dVkgvNAqLsT3Z6CtHJ9S/FejoOnwdKJLa62JtRooaZXJC7cgyy8vPP0Uzu0GWWcq1bfobJ/DRU1SeSXDced+DXL78Iq9OG2589SK+WrCY7/H4155luJYxm05RSVHkJShF1TSUm7dRtF3s0Bb/YmsrOqkYA7PZDFcFYmh47dKz/OEfTKhnU37xF3+O9YHDVjV/9if/lv4g5x23RwaDAU8+8y0++Zk/47Enn2F79zREEdVK7LNopBrvcDHSNDVN3eB9Iinh3kvCn1Baujl8eQ+pY1cLay29spQYa6MYjUZL+kdMgrpXVSWdDZ8IQVP5BuclFe+7QRm+G8Ho90VhHEJk/2jKompoKodVls2NNXZ2z+GSxSpRqncF8WphrNr2aqKlObSWIkZmF1JMuOhQLUqsaS9kEIFeoxLaR2pXidDBB2Lro9wET/Didyn+rrR2g2lJ6wjOM9KaXtajMg1KSetwPJOKZNEqrjNrCC2lYbGomTgni3Jb1FuTtd5/ssvqPJQb16CDop4vcE1DvaiYzWYcHBwyORpTTWfiC9g4ahPFM1mBMZY8yxgMh2wXmnFVswiNnINgsJlBaSVc46xHROOUJznH+mjIzGjGiwXDspC2ea/P1mhE0zRUTYMPkSwIHcQSUKnh/PlzfHO4hgqL9soaYoCx28c0BWs7a7y4f4naNqwNS0ymmStLvb5A9yC+PMONHddeu8J0NmPsGnobWyStOPIT7IXTeAOKSAqecbPghWqPZ196hXLYe0vGbneLKSXIEfqYPxp8WBr8m3YH292UtnWNKIqCj3/843zgAx9gNBpQVXOKIueDH/wAdV1jreXXfuPvsHe4xzPPPMP58+d54MEHeO3KFeraY1qKqiRlvc4bVEmQYxQkQwqGmDTohDUKdCI40FrQWKtsixBDSjLxp9gKCdvPmSLEVqwqL3uzaE02jG1rTB0HYXT/9mZo7vJ5YmoN7xUp1CBZVN3tJwuaXp3k1DGNt0Nr20hSVora49doC2/Um7bWbjql6mZE+vXQ8mURbYy42hyT8paXxS6JG28NZKxb+ko1n0u8fJ5jtGF3uM7COep/+J/x4r/4l9z1j/4TirfdSfHnnyP7f36PMTLPamuxCO/YO8dtZ86AUnzqU5/iZ37mZ7B51gqbWcaHd1zuXq9skdYkrgm9CdPplOlkKoBHltHEQPIBtKKuF5jGsW5LSjvANUdAom8jtXP0k8E7ocfEEHnumWe4stdw7p4HSGZEUobGVS3/M6NZBLKtHjoljDXozIDJwRQoW4LVWBKEhE05C+f5wfe+l4vPPcunP/Wn/NRP/TTBexFRZSU2K5bIXCDhvPjQurjg03/yJ7z//e/jh37o3cJ71ArXOFyzWBZnxhiaWcCb1g5MZWhia12XoZDNg4wlhclko5Fh0EYRexrjHTo13H3XDr/+yw/x9W8+y+MvK+LobXz68YhvKt73NnjgvGKRNFrlFLZiVsFH/8bHKIuCw6NDxuMpi0XFtKlQc026fpnbBpZBX4RSm3c+zIUf+0ViXy83Bt/LQ9F6gdO6EdA5PQkYZq2l8R6TWRHUgXSX2u4V+hZLSa0lut45CmvJc0nedT6gTYbJrPCIg4jEWmJXa2EXiSHiQpROA4osyzFGUgvryhGb1AIJislsSj/Pqaf71OPrqJQoijW0HeGTZbQ2IjeG6mjMq68dkbwjN6BbgCLvbzHa2KHfL8l7c2Ir8kwpkfdkPY5BxJ++7ZKrthiNQbqXphhgjaJaNHjnmTTwp3/2JR775vNsbWxx6vQZPvcXj/G1V25w9rZt+oMCHwLVomFt4yRR5fjkmB4copV4ktd1I10Ua5cUOO8DOnUAhXCIlewCWztb6FII1co6EVPCuZoyK5eoeGeUkIi4thA3KIzRFFmbbuOCPKc6XmdsdkyR6xqf34lm1x3fd4WxToad7W02Tp4lL4fo1gZltRhe/YrR4V0k4lFJ0F4RQSF/1xmVxy4vPhIJJCVthabxMuBDZNE4CEKP8CHSeE90LQ84eHGkSJGmRY0F8recXhvRsxm+32exWGA19MqczbUhIQ6YtLvvlBKNc1R1w3xeEWLAEPDOUZYlVV1RNTXTxYLaSbT1om1HHhwccjgZ08zmTCcTJpMJVVXT1DVZd/O3LZ0QInVVMRkf4ZqaYV9U19MKtDX4lPDOoRUYm7G1scGNw3Hr6BGXk4ZRirzXQ6Mp8pzhYMB8Puf6DdnlbmxtkWUWvIO6Znt7k/7WaZr9V8gyKNdysrkhVgF662TrgUmo8JWj2BpAoXHTgNkckqYNeuwJi8jl2RE+KeoE87hg467byMxtNKMdnrlxjVlTkULD3uKQejxhvH+NzezUWzR6j1HT7uYTSgDYNtzAWklHGg0G7O/vc/XqVU6fPr0cw+95z3vETL1FcfLMsLNzcsmB3drcxnvPiRMnUErx6KOP8tTTT/Nrv/Z3efnFl2h8047313dVkEm8a+iLt7ZKSYIJlJJ2o9YrqMrNhd4q+oq8TBv+1Skebi4WlwuOOkaVvxvaxa2FplKiFE8pLR1WRIS8SslYRWj1txemt5yP1c/RoT23Iv7fdvZWeHW3FvSr3Mxb+dNLnnWrQhfXgu5vNSGJYf5bedR1DSm7KczBtNSXG996lnP/5L8kf+cDDDZz6s2SI6UobEbTNJSlLFy01Iher8fJU6e4z3uqqmJ7c1uCNFKk6ZwZOBanDvt9dJLuAlE2MviAasGNPCWmkwkpJeazGV7vkxXrxP6QpBIW2eB/9RvP8tA7LnBydwvxjPVYrTjcu8ZJJ2IojUeEEWyjAAAgAElEQVRFCeuwaDKtGI1ySfQyOTrvgbJCp7CSSGqcp3ZTsiQF6nC0zp133culS5f4wz/+Y372534WpQ0275HlBSlJke6bmvHRIV995FE+8qMf5OGH7qcsLLnRUkTVNb5pWn5rO5ZjSwUMYgOWZ4GyP2iL5ESuJDbXI1STLMsktIckgkQNmdUErekXOedObtPLFOdua/jDT34RffJ+TNbjyWs9Xj5qGKnrvPueDUKWobRje1uuVVGUTKdTnn76KU5dOM9le4LZT/0DTj72h8T6Mr3bb6P/jndQrPUIfHdFxl/5oY7vRWOOXR9iS1sCKIpChJ5JOMa6nVs7imH3+6xs2jvU+Hh+6Ao1UFHOs9zL4tltEIu0GNsuqtJLlD1GQWxpqTEAUSmKQZ9cayZHeyQ/J5kSXYzIyyHWZjS1Q+mG5OZUkz1cU9FkliIvMNbSH/axRY+kM3SW0CYQjThxRUSwiTEYncTuVD7IMldBKy3pvjGgrdRLTfDUyXIwTdSpoko36A0GzOYLbhzMKGsvwEgUR4jJ0ZTGNTgXMDojeNFmhRQJOFQ87pZ2LUulJD1Y6y5oRXjhXSe1ux5aa4laV5FqUUNSS6F2TJ3pgSJh8b5qXSlaq03TOlenNsGcjuYSUQj9T07HmwMh3xeFsQ+Bg6MJCsP2xiab2ycZrW3Ih+3asrHjGPv2q3ONaAvd7gS3LhGhxdFSFF5XaP9et7njkY5D7InOkVKgcQ4VJNDDx5ZrHAKgaLz4IKskF7r7H0pxx/kLFGUGdrB8b2WeM+yVxFZlP5/OmM8VMzUjeM+8mou4QUFVLej3+8yrOSjh/c0WCxonzhJNVbF3sMfBZEapFPVsQV3V7e7QS+abbMdQKeEbx3wyITYNWVGwNlpjVOQ0WUGvD4vK4YPsMq3WbG9tce3wCO9ksvZBnDpiAk+iMIZB2eNoNmM6m2KMYW00xNgMjGXU75OngM4NO7dd4PrsBjZz9GxJMSqgVkRbYHqB2DhMZvBZgbcapS02z2kmU6yX5MHpQHHhzAUynXPdTdk8fYqX5kc0KvLy/nURkiRF5Sp8I3SX6f7BWzR6VwpCWCKC1liyPOepp57izjvvXAozlFIURbEspKqq4syZM9/W3tGrmx2ZSVhbWyelyGQ6YTAcMD7c5/HHv8qHf+xH2T88wDsvL6/UTZNA+x+yYUyxFeEJPemY7gFLk+RbP+G3obtpeW8ua+Pl+5dtecfx6o7vVBy/3uutFtnd+5en7lDeb+cDvz4SvcT0v+01lnW+fqMNxerzvP57XC1+u/fQCQmX6DjC+0YrlswZJciJfgupFCCLR4wJ5ySu1miNNsK15KtflLCMVy4yzQLh+YstAi8JVbrlWnZWTiolBoMB58+f56WXXmJ7c4u8kM1hUzlBazNNZqVdnbSi3yvxIWDb1zbaiIWd1syaGu9dm/ZocS4wn88xOsNm4PwCnSWms8iV64cUuWVbr5MZw8mdHZ7pHTCfO2wZMbJXlUJKQzCWUamJkbYroUGJZ3xwrZDHOZLzON06CSTNxqbQ07yrefxr3+C9P/w+bFagM3ELqiYTDg726RU521uboGB3d5vgvHQkk7gQpeAhhVYU1NGiWspTimDFi7soxNddGY0yRgThMeKahryQblRoQ6ZMihIuZTV5bjl5YovNUcPhw7v4Xo+XrszYP0rc0DlrdoR+KadQR9x7NkdlCpMseSHiSh8j+xNHePs9pPvezdXBCDe5xF27Ob2TO0S14gf+PT4SUuh2c4yCZbtdBnXrN9wCRVIatR7DWmNaLnIX397NV0p3najWB9kczzFagdFCPYtJrDIb15BimwiZWrRAGaFo6qxFJzXa5GgjUeVGa2aH15hPbhCipxysY4s+2uZkucWohJtPmY33cfUU5zxK9TAWiAaFoWnEZ9qohHcVHSASkyJg0UpCRlISjZRSLcWn3fRqwIUGo2VzaWJAArgKIoaq8QxGa6AUPsGi8a2gPxBiommENpESKFrnpLZbkhDBtfeSAGg7j3+liOqYkNdpPIA2qbLt+sdIUDI31C6ilCO1qHNSsrnoMix8TPgg32M7z6KWS7DM26ktiJU6hoy/i+P7ojAOMTCvGnY2JA1lc2tbuJCtBU5YCu28WKq1fsVLy7YkKENXFHeQOzG0fsJhyRlWSYI9E1L0piC7HR+EIK6ChISEGJdpWT4kKidFtCIui4jUXpC77rqTrMgwmUGzRmh3PlYpQoJBvy9OFCnRm4kfX/ANs/kUgMViwaJpmC2mS87dYrFgMp+hUmI+nnJ0dMB0VlEByXWTtzgIhhSxZUlord1USjR1Q7OoMGVJDHDh7CmOjKXIZTClFFFJEp3W1kfE4IneoVtUO6hEsjCfjumNNtAarl7fozCGjbU1qrrGTme4JnDyxDbROfo6cOK20xxdfpJMgc01vaIglhBsgkyjydBFQcgz4fYVBaDQjWb79Dn2j64ThznrZ3fZXt+irMZslSOeO3iZ4BccTDbo530KW1L5ipgp6JUs6vlbNHrT0gB/cnSEUoq1tbVloSym6rJpm81mGGPY3t5eCvTeqED8tmJsJf99a3uHze1tXnnlZfb2b2Azy5XXXuPUiRPkRcGiaVqaw2rBp1a+3TxBrO6gb+INd58wHafG3VwA33weBD1XNz2y2tZ6Iz70rT9/G6UidU4yLe1AdY+/wbla+Tt1S+vsGA06/r03Qg++Gy7aGx3duequs2rf++rrKqXeusRGWIbAeO9wjSPThrwsSUp4gqOrrzD/49/DhUCjNbnNscYSghTC3rk2zECQ/Q5R64Q6z158jnvuuUeU+6lbl4Rv3KWJlr0S5xy5tUteZ2rdG5qjAwYhMqsrnF9gMgEiOmS1WohrUb+/jvOBxaLGDwP9vMfuzi79tT3q2pOUA2vbdm3b1s0yRrb1mo0BQt2yb1oOOy2iGDVBJwqtUViUzTgxHHBiZ5vP/bvPcfHi89x7772MDw/J8ozgHLFx9NbXeOihB6SAqmuiExFWaruYy/uF43tOKECKFCWUpK4rirIQn26l0ZmiQeGdo26apaBI9CsNxK4wNvikSU7R62f86Ice5GgayNWYVw6mjN2ARejz1ZctwwT9fo/gD9kZZWRZxrA/YLB+grE9gU+WM8Mt9h76GHl9hWBukPQMH7owirfgSCwpHN32uxN0eu9RK10go3UL8kSSUkQiqo10VgpCkmJutdOV2qK56/wd37vy9zF6aem7QEwSaa4V7Uax5bLbXEIokkLpDN0i/Mk3VJNrzGdHKJORFwPW1zfJen2qxRyFo5oeMp9NxJbQZlJUK0uMmroJaN+QcBgVqasFWmdoK24X8pqxnVckct5gWvcM+dLIpisRsaZAeXG9ku5bpHGh1ZckqsaRaie0DB/ae8PgYjffB7EghSVVpfOWDm0qXSd4u2meFj4M1histrIpoTNFkHMfQGgZzst9q0WAKrZEgSBMJ3xIhJZe1xnwHS8SCsW3z+9vNre/KbFOKfWvlVLXlFJPrDy2pZT6lFLqufb7Zvu4Ukr9S6XURaXU15VS73qz5wcRq/XyHqfPXmB75yRFXhKjIgRw3okgzdf40CydGbqJ1TvX7mTiEgEWezVP1QQq5wkhLYUiwXt8S69Y/Wrq0KqhRXHchEDT7vC7pLg6+GMf4xUx3913nCY3Bqu05IJrjQueyjXyvI1vEUJNWZYMe32yLKN2kuxUe8/1g30Oj8YcHBwym85YzOfMxhPmh2PqyYT5tEK5Bt80SwGiWIPJTihf30bpAmU0RVlibU7jI1Xt2J9PsYXBh5rQqjgloEMGT1EWBF9Da5nknINco0vF9PAGdb1gPJ1wdDQhYZgvamazOVVVM19UzKYLDveO6NvIzvYmRW9Invfo2YIcizERBoFytEY+2iQM+iTrUarBW0NFpDfc4uxD76J/eoecjMv7N7jhZpw+dYLRWqIMC7K9ffb2r1OqgsIWpMxAvyDbWKN/29ZbMnYB8jyjLAr2Dw44PDxcIsKz2Yz77rtvSZnoCswl1+34PS2/VgV7y5+NQVkrk4LR4qdqcrQt+NCP/TgXL17k8a88SqYtg16f6BxlXpAr2ZzJFLmsIm+uCjleVFZfe/VYbkBXQ2voqDuJpILEGWr5uUuaXP28r3NtbkJdX68Y7sSv34nqsLTJW6FQvF6x3X0/bvG9eRt49brc+vV6v7P63m+1o7v1vdz08+sj0n/tY9daS5aJF6jzToILEH54DJF+XmLweOWJKrQ0nLCkyTjnBBXK7NJKMLOWXlHwgw+/iy9+8YssFgtSSvRLw6CXka0ITo0RBC3LMgkNyiy9Xo/NjQ02tzaXsbRaaRaTQ+mAGUNILUoXNCkKP3h3Y4P1Qb91Y2kt4BC/28a55ecLQcCErWFGacSPPfmG1NTEpiI1C/CVcNpjg1JgtMFmGXm/RznoU/Z7DDbW+emf/1k+9elPc3BwwKUXL3Gwt8doMOD82bNicRUCsWnE/tM72YA4CWhabi9X7g3D8b3qvWc+k3UghYAFCmsoM43VQt1ZLBZLkaL3Hm1E6JfnGWWWY7UmU5oit6z1Ix981yl+/KERD5yq2LQHaDOnztb41DcHfPHrFa9NPE1IhEbh4zrluYfZu/Q8eWGpZxU/GA95R2zoBXEfeINOyl/7uFVqVbilV7o10M10sXV86u55cUGxUuAlDzoI/1SDavVIoMAYogIfw/K+FCFkoGmatvscluPXmgxrcozNybOSzOYUWYnWuczRWYnOCrTJsAq0n1KkBd57huvbmEwCZLbX+oyvvcKVS88xPrqBtQab9SnKNbTpEZIloFk0ntoFXICj8Yy6CVS1Fx9hJ8huXdeyUWo3rF0nqAu3aEhoZTFGYswVx0mpIkCU+sh5z2LeUC0amtrhnG/dwFq/63bsduYCq/ov2vMeQjhOhEzHlFjXdsO76ykew9mSnmVb3/tAEqqHFxvbruu6HAtyhZbCvJBEb9P9Tmxfe/V4I5Bm9fhuFCe/DXzslsf+KfCZlNJdwGfanwF+Erir/fr7wP/4XTw/WmnuuONudnZPYrKMyjmqpsZ5T900uCDtI98WvzEIp0ZM1SOpLXZdDFLUOo9zAecDTeNpnCzo3nsa72naOOWmaVqbtKa1C/LCIXa+HQjyeyEK19h5z6x2NP64yNFozpw8ibBm2iIgBILzzOuaRS2OEfNFvUwSKouCQdGjyHME19Nc3rtKPa+4ceM648Mxi+mCyXTKZD7ncD7DNzUpxBaNaRdTJT+ZLCOWA6KRJLHZZMZ8OpNUOB9weF47OmAeKhpfE4PHKkVmLCZpev2ehI8kjcEQLVRJRHZaWSgyrhxMmfsZQQcmiyk39g84mkxJKdEsKqaTOaUJ3La1xubmNsO1DUxeMlkkdOozykre9bYfQBeZRGEWGbFUBOPBBNTpPo/8xZ/iZ7C5dQJd9Lh+NObFy69y8ep1JtFB3/H1b3yDp7/ydWZ7E4wtUGXB9s4uP/QDH35Lxq41hhgaFosJ58+d5cyZM8xms5t4pqsF2WrxuVoAv14BteTOLZEu2f0q2hALpWgah7YZP/3zv8h4XvGpz3yWZ559lnvvuQtNxBhFIC67SF2s/K282W7j2DktrL7XjvvcFbId1//4kA5EjAHJUxSbHH/LhPRmheitRe7q3yi10iNb/tsxL/DWgl4+w7dvOI7/TX/bOV/92ze6Lm9GAVl9L6vXXilFpiDTCtN19rrnf/2n+23+msfudDqjcWFJnZJrlrAobtvdZd40qMaThYSJgt7UzsvCk2X0+/22bW1bxAwya9HWUrmGX/mVX1l2SWQRjeSZnJ88z8mzDAXL8I8sswz7PdaHA/IiZ3tjnY2NdXKtecfdd7C7PWI6PWQ8mdA0Db2yIAsRZRQqU0SVaLwTwTOKqgrMmxptE0mDzjQmN2TWsDkqiUovF+m6acTDXi4kqn2P/fWCftnDFmsUvSH9Xkk/z8iNWAr+2q//Ol/8whfZ3dpkYzgkuhrvajSSgqpJBO9kUV/hU8om5OYjkjrHMUlnJXF0eMDR0SExCsqsUK1eILa+/xVaKfq9Xqvmz8mznCLL6eWlhFloS1EO0DpjZ2vAex84wc+/b5uH116iObxMqWbotbfxpRdO8sdfG/Dll3Nu1J7m8nO856P/HqnJ6F37BnmaEo3QPfI35mj+tY9bVu4pud+O6Tcqy9oCUeqKiCYqg9IZbewKJIWranAOqxwG4QkHnwhKEVPA6LYz3OqVushhaw1GS+FtbE6W9yn7A/qDAXmZo0iCfmraMZ2hMktUinox59LzT3L5lYuomDh/4W3YzPD8xae4+MwToBIm79MbbpAVQ2yRC1XJCD8/xDbPIHr6eU6Kijzvk+dFaz0HLtTSLUeRgsKoDKsyVDLEpPAB+fxR3FO8d1ir6RcFhbVYrcURq3OBQOwCQzuvuyACfxekcG68uIB1xfQybRjxcU5KCtWIhLi5GMR+ECREJQQaXyOexMI/zvN8uWnXxhJioqobFpW41cxmM3GyMZqY4vKco2WsL7sJSqGtAtWtK99dUQzfBZUipfRnSqnbb3n454CPtP/9O8DngP+qffx3k7zyl5RSG0qp21JKr32n1+iXfU6fOYfWZsl9FeIKhORbC7UWrYqh9QZdIdAn4QW7NrkuBfEndh1SF8XQukO9EgGFOFo0TqxFgo9LNCRJl2BZ3FiX6OvEPHjqxtEE4eh6EkqJnUlswzlCksI9OLFfq+sa6oaE2MikJKro4dqIzdk60+mM6WxGNZsyyKFqanwjtnWT8RiT58TGEX33eYXzLNss2eGqtXWYHqFcRSqEW4RHzosPsHC8cuUqpm1DxCAuGMZqAkIjsQkarWA9YfJANg5spQHn33E7Zb/PYstSRch8TV5a9mcTpr7hzG23MZnO6JWW/4+6N/2xLTvP+35r2nufserOQ3eTbLKbZJOiSDYpMgokMaFjGVaEREAUy0ECBIIdf0n+h3wV8if4UxQFiJEAQSwEsULLTgBFkiXaEiWK4tAcerrdd6rpVJ1z9rCGfHjX3mdX3Xv7NuVmN72AQlWdYZ991l57rXc97/M+z+bslCIZlldv0Z0qTu8f0pytMMvL/PLPfZX/70+/ztWp4oFN7E2u4KzhjnlA5xtW2y28sMd8/gyzSxMWexOUVRzXaw4erlClpYkd3KgIZy3lmUE30JZbTjrLYXy0iOn9GLtiF97rn8bHBnUXWx/Ujnm044B0CAZhSEvD+V3sLlWlsbpgfbrFmpIvvvxllIE//KN/xb/8f/8f/off+i3+5I//FSlk2ZweoXwCqvq0dh7lHT+TecspSonVE473JDR3/L363488N3p+99y4vy/SKxR94cf48/r/x8d6J8S5P5fxuT3t3C9+P2MMDOi5utj9j7T3Y+ySEoWFTQzE2H+/hDaiATubzbJRhxTK9MBEMZkQU2S5XApnUSlJvapdOrUoS4qq4lvf+hYpJRaLxSBb1hc8WmOwmY9trM0OpRFvxKyhnE64F++zXC45PHpI2Bzhu4JQSaFtWi4wWUFos66ZFQrnLInEgwcPadsGs9nibUXUChUtpbXMioKPX/NEZSCvK1YLr1+0fhNKJWxVUrl9rFMoq7FGiQNp03B0fMZ0OmW5N+NXfvWX+Z/+x9/mM5/6FJ/4+Mcl2A7dI+Os17zv/3fWDjKKYx3yixmls1OR/KyqCmCHyuU23oSnJHl9VThUCJiqhKzo1GeFYoK5tnzpCy/xhc8lvvfGj/g337Sk8lnS9AbPfvw/5EMf+xJHrefoO/eYdC3/8AVH+/CQJlWUVbWTKnz0Hngfxu35jNM5lNIYTFGIqVHXimV1LuCNMVKWJV0bMYVj2zYkwFgjtssKkR/TjhBzCl7lME9lIMxoCq1pWzkV4yzKSDAZY6CqpvgAxpSgK8nAxIgOLTqeMnUdx6aknCx56+4dnJug8vXvTUv6sRBCQluGAHGcfTs5OQEErQ1RYiStTUZ+HSkYThuxZk9K8hC99rOzji5KAaczhta31EH8H/riuN18149hhqlWcR486MfWGMQY5kjOgwUxxoFbHGLEZeOUHnHuXemqqhpeX+Qi9n5813WdN7E671typiXHgSEJJ78/l4tT7dNqSuBvzjG+MRq8d4Eb+e9ngLGg7Jv5sUcGulLqHyG7RK5cuwnKDDuPniaQIvggI7BHfOXSxmEF7DvMe09IAd95QteRQpCijZQywjwq2MuYlibhY02zTUSdIGYTkDwA+gvRkehsh9K5qtKL3JuQvhX/+9f+lF/96mclpdAK+tA0IrsWvEdFqVbu0wd1kLTXtCpRSVI0E7RMgBp88jTbrQTYBvBicqCMgRT68S1oTVVgsLQnB6TYYlq5AaLaBQXzYsrZak0onDDjFZj5DFWWpIMVrd/SKgVXKuLmDN1kVtXMcfXWNfZdyZ21x/iIjgVNU2OTZzGBylra6Cl14PjhIcEqrl2Z88aZ4cHxKTG1rE8O+Wd/8C846c4Ip4FydomTdEqYWXQ5kR1xGXj55if51JUXeBiOOE4rykJxeznnraXjwdmEw+Nj1k1ifvkSP/uRj3Fj/ypvPTji63/2r4lnJx/I2L127frweM8r7auj1fn3DM+n1Btw7CaQMaKZ3zAsoo+7hZXSme/Z3wvCf2tCQMXEdD7lV/7Or/DPf+//5jvf+ia//ut/n6OzM45OV8KBV4DendM7TRT9uQ8tKUEgRlJAwmfmXDAwPm5fbHgOAX5KG+sEK94t53e0YWbHHx5P1he/29PO55xhx4/ZzgXf+Rz6Wu2/gWnYezp2b1y/RusblAZrdC7OTHQhkLyna1tSCJQTMalQPmGVqCIUruKFz3wandOdecZAG4O2ltg0WK35uS98gd/5nd/hl77yFV548UUxSfCeoiiGYFjQNzsU5pTAJEaqpiG2gaAiPgndLZkStbwEzlAAG6VzQFzidCF6xCFQWE1lHWVZZtEVi3EGUyrMJKFDjRJBtmyzrhh4vzGRtIVooUxg5cwOj47Zbre4wrF/bR8LtOuWs/WK//hX/y5//Id/xMnqmC9/+UtSuOw9XbtL/aY8nvvAICWpn4Gs98z5+2e39Uv4tmHdSrCtrCE5i5PcITFFmrYGa9FKNHmnriAt5my3W86OV+ik6Mh6/yFgdWI5s3Sd57PPf5SXnu0420b+5Ns/4rt3A3p6m72J5qZRHLy55Xd/GPnyS8/xkWuB7373L/nzP/s2f+8/+0/eLcv4PR23tpzt+kmeRPc6xJln6nWmnLELhHrql3agjEIXLscZgS5sRdPaGZyeoimI+GESV1qJFnFmXdjCYUz/pMloNCTfYU0ByRNVYjqb0/nIevWQs+N73H3rDs5oqqrEmonwtFMgBDGwqaoJWmvW6zVXrl4nZtEAEiRl8F3NtCpI2jKfz1AmieZ0E/vBQtd4dBUwWvjOvpPA1TkJMBeLJccnh4McqNJqCHYHnnuCfk4nbxb7bKNCYUebjfEGJaWENXmGU1qUhASnF5UrLZuzECPKSj2BygFu8ImkIzHKecUYB0UKWTskWzqdWDabDaFtJXuaZTzRkaTAYOjzmb1cH3mzq3j6egfvQfFdSimpXvj0x3vfPwb+McDzL3wy9WoO6Rx/N+HbRFLdUIkYBjHhPInEiG9b4QB1guRKla7QLJRSIokUo3BkiCgCGvm7bWDrO5SWz+tRC9khRXHF8x0ie5xQ0cstoBWeiOkUX/uX/4Zf+PxHCUBT1zSNuL2EtqGuhZvThk6C9hywxwiuKNlb7HFydIKPmk4HNLmYwkdUKjA+0QDWOkIuQBJdVk20muAiqd0SfYuyFSG0aB1AYmhJs80rzo42oDWuEM/x2bRiMpmy2nbUbcJMHYGO2IrUG9oxmczQyaHLBVNVU9Sa5uyQ5XxCVS6YT6dYa3n9zht0oeETQXP9+nWu7c94+01NU3cU1rE5ramv1Eyd42SzYX16jKlrzMShK4vxHVU14xZTTk/ucJY2dK6lLCtUOWGWKjCORTmjmlzjR2884FuvvsZfp+9R12v0nuITH36Jv/y933vfx+6LL3489UUffRuCsfF7YEjTArn6PO0Ql35SGt+wF1LtY4RZa02KYoXZP7f7pByUao0tFZ/+zGf57o9+yBtvvMmHP/xhnnvuOQ4ODogh4KwROs+F4O/ixHHe7U0mSFvovNnsX3s+KL7491P69ML3ON/i6PF3g8pfpEE8Dok+F4Q8ASl+p3N6UntcsP0IOv0uI4ontfdk7L7wQirLqRQLGTvY5FZlSYfMHZ/+9Kf5wY9+wGazRWuLNoYuSEbrq1/96qMbupQGYKK33v21X/s1DrJM4fVr1wQV9h6deYSTiWiQj6WbQghMJhOuXrtKl+D+w0PW4QG1D1yflhTLy0IDcwUxBlpqtq1H6xblLNpNMeWEYjKjKKZoI3JmU2u5YiKV8jQZEDQZjdN6nLEJxK5FxykP375LXdfs7+1x7fJlCbzqWqSuGqkd0Vrz8hde5vVXX+MP/uAP+PKXfk6SeqOC1Yt63jxhgR4rnPSFTedel0CHiMo60hHh2rrME3Uju2o3m6MiHB8eoVLAKDMg9iEEyrIg2IgyCVNGfuHla3yhjZycrPnGX77OcbpMpS9hl0u+fzjne29HTk5eZFUqfuf/+JMfd/i9J+O2WlxNQ7DLbm5QSgq9xqowjx4IFIboxYUuafBe3NWUUriYILQ4C9FZhFi0yz4Za4baHh+Eg571yaS2RyUOj89Y7O1TFQ5rHYQz4vYhq4O3cUZhXImKBgg0TQdaDRJvMUbW6zWTySRzdDOgl+XQVPRMyimHhyecrmPWyc+5xSQ25Law+BQoXJUtls0wDo0xouwyMujplTd6E7V627K3t5cfiyTdOybuTKXG8pTj8Z1SouvafF6iegU7N9b+Htda03k/nJtwiKTCwSjF6ekpk8mEtvGiM54zst53w3xtioKuy/pjMa9HfD4AACAASURBVOWMbV5z1I4CuKPN6aEQ7ycl13avT3kopW4B9/Pjd4DnRq97Nj/2jk06sxt2HUOxUkykoEAJXzillOXS+kVaNAp7JLi3PIwh8+ZSPob3uThPqkmNsOlI0dN0njYEVBTMLcVAjBIEiyGI6Py1IdCljkAgkLUxk6LwlqODY1594x7TiWG7laI038lndllkuwuBxu8cc2KSAbtcLlksFnD/PtaVhLYdOH89ZwaliclA3Eo6Viuwqu88tA9ErcBVgr6mhoQHp0nRsjptSEpkf6y1dCnQpYSN0GnFJtWkQkEnQdbx6QqlDXq75i++2VJe2scVc07uvEFAs7ecYpXsAOeTKav1WdaDFBm3/cWCvdmEcjKlKEvWtGwerrh14xJr4+hCi4oaVh3N66foBOXNZ9BXDE30pGRom8jqtEZHwzp59ooJcdKhk2Z5bY89E9msDvne9iG2LDns1h/I2IULyOYYMZUHBlH+lANhNUJp+0VPIcHyRYLA7ri7ILrnu6UI/Tt2tbgq7/gl/aeNRpkpISauXr1GCJHXXnudzWbNpz/1KQmQlYiq9+fTO87pdH7Sg/N21ykFUgoyNvuz7iemC+97Gj3hce3ce2IckFbGffuUoPVioP80KsfT2uOC3Xc61pgmc46OQdbcfIRp+o7tPR27Pe+3aTuCiZIRM44YAtEH1ps1r7zyCmfrM7Q2WAdJRZROKOVYzKe0TSeolxqN2f4nf/e9vT0eHhywXq9p9/eZVNUw31trh8WxT5mGXDgFUph9cnpGXWuS2sOWJdPpjMlij0gBXct2e8hi/xJWrfFxS920fPcHr5OwzCZzWp9wZkJMmtIGbl4u2eYlxGTta6XFxEb3wVYMnK0OeXBwn2s3bjIpp+L213aQ+Z7B+wFNI0JZlNy+fZuiKPirb36Tz3zq0+cpU5k3LNmgPB5HQfAwppFNibG5D3xfSKYHJYoUE4SIKYo8Ecjc7owdEGkQEKWalNhJgd9Iyl0lST1r8txlNDiDirDUlnmZ2Ks0ky88w6nXNF3Dn3zjh9xf3SK6PYxbcPnKi/j0IVbb//l9H7eqL7DL/6esGKGNzYofj96nY3qKM2Xe6EufF7YEW6KQoK7rNnSxZmJnGDsFLAmN1rIBUUqyAWU1I0VPjAkyOquSYrnYB22pSksETo+POD24B6FFoaiKOdY5mrqWGo6kd5skpVnu76OUYl23WC0Ofz2nvGkbDg4eDopSCilaQ2lSEuQcRJIwJi/0udQ7UELbNZigh+y39EnO9yjQKjGZOeG7Z2pCv9GIWSVMa8lmkjIaPDK1QoEuStGbTxGb+1/FBCZzjvMxS+t2gIeCpLK1ejDEmMTXQht0kPlBgchQKAmEfTaZEjk+cTKW+0fORWstMpkhCKqvExGRmXOU7zjG/qaB8e8C/zXwW/n3Px09/t8ppf4J8GXg5Kl8odzGlftjIrfsJHYc48HbKomEk1aIhnEUk44YxJUpZFqE95JaDtETkhceSgriWx+F/N0F4RsbdpNcyJxlk+RvH6W60iepfhS5M/H8bnzNq6+/hVENddsASuSHctGJj4m6rVnXNXUr52etpiwN5bRif/8S+/tLTk5OMzE9ivSeViQtAXIM4lgelFAqlNaiqdgp1KaRAaGFXxWbBFlSqShKGh9Rtvd2N6QEMcrknCaa+9uHRN2JbJGDLgXIMim+87iFYuEUx5tTotI0fgvRo4KndJYmJpLWVHcn3LpxjUtXL7OYVCz39lj7fQ4PN6gmcfbWKfqSQzstNunBE9sOFRNluY8uE9o4QuyIQVHXDffOGk7rFj/vON4P7DFhb1rhmxWnsYZpgS4dtXrXien3duwqHgl65PHdzTnwCi+gmPntjzx2Magcf468YBeEaK3lIPECkgqCZORJwhjFbD4nRdHf1MZwfHTEvbt3+eiLL9K2jQQrqJxa253T2LpzSEnm+1Q+Mw2fA+c3B+e66segUVxsw+YhpdGCeL6/Lh77SUjwuWO+w7k86bknoeqPO48xQt0vzn027G/Q3tOx26OWMQQJ1LL8Y5cr8AGOjo4keChEJq3XBN3b2yNGj1ZagjS9M3ORCnOLz6iSMYarV69y5623eOWVV/jZn/1ZUXnIrpAXC1LH/69Wax7cO6Lxhis3P0w53We23MeWE7pkIQVM8rjCQdB0XaQLDT98/Q0W118CZNPnAasTkyIxK0VGU8UESNCpjXxm13Wcrk7xXizoC2PRSWGVUIeCz8nhrFRgcuZH56BmNpuhtebB/cSbb77JjWdu77I8SmSyxruIdOGe2P0GiKBS1l7WsnHOfWQyn7SqKhLQ5msz3pwAOfBzLOZzqcPJsm4DCq0k62qMkYBDaZJOWGO4dX2PyyHg247w4hKvHFsCx8cbjg9Owe7hw7u6l9/zeKH/buM5adjcP+G+H0so7hDE3XMoJXSF2NH6FucjKrUIK0Pk1gKiZyylkgqlDEpFUBqtJIKophO2bZOvQ4JQ45sz2qYWsydtc00SKOXkXPL1laBWzrPebthbLlEEmnpD0zaAcGydFVUJbQsxQVM6D6us8xuzjJw2GCN0m84Huq7FTafnDH20NnIf54x8UbpHOOz9nGVzPxGDSCsmclDfv7qv/pJNhATsYipFjMM61tMkovdYWwIJHzoJcvP65n0gqYgOQQJ5VD5PKV71+fNUkn6TAnORdUsZMFV5nKDEpVDlzc3T2lMDY6XU/4IQ568qpd4E/ntkgP+vSql/ALwG/L388v8L+BXg+8AG+M2nngE8Egz3AW0fCMc8eQvvKu0WyLxg61zwFkfv7xFknzleMXjhDCVQSeygfdhJj/jQd7OsWTEJ4iybpBwYhzTQPFJ2XPFBiPU/ePVNtusD0In5fM5ysWBalsQU2DaBw5NjDo4PWZ3WJGBvMePa9cvM5iXz5T7Xrlxmc7bG57lKiHGJoIS8n1SCwkmw48RMVnWR2ERi3UDh0K6gnExpgyhsKGUwVgJoXRicKYgpoJDFuQkt0SQOjg8h5E2DFcSxL95DJVgYOlpUqSEmmtBA9BDlRotWbqQ3D+/x3bde47lbN1B4JpOSvcUcfWBRtef4bEVhFqi9kmgT0SXYn0LTUS4Xkj5dVlTJE/yE7Tpxdrrm7HiD9olmXpFoKO+e8fD+mxyvj1Glg5njtNw+Mq7ej7HbFxfALoAcxtHuPM5N1o8ugrsJvJ+ExkGx1hopGDViLSqwqaSNSKJfeZEHqxSpZ1oJHI1SoIxmYieQIgeHhyJ32LZsTs+YZJWB/r47h2xfCOR2xRCPoQmMvve4XeR2XXztk9DfR+gPeRHsw3HVI96PfXe/SfjxkeLdRiQNi/C7Rbj7v2I6Hxhf/F7j11441k987IYY+iQsViuRGIuJoCLbtsHkIKy3bhbkG7QruXnzhiC7yuWCYMHzE7sNgB6N+cuXL3NweMj9+/c5ODjg5s2bWGszOtwX7sgVNcYCirZreXh8inFzlldKyuU1yuk+MSmMLQgJztoN8+kkWyzXpK7GBzEx2rMFPniUtng8E6eZFE58bNJOO1gpRb3dstlkCdAgcp/OOWbFRKh6PqtCKOkDQZV3mSLnpB98UEymE249+wx3XnuN09NTlsslWmmMkcC4d1J70pjsx3QfcJhMOUlKUGNjDIUrB0t5pRR0bQ6MdvdFPihWKeY5GNpCtrIWtE0nDSGK8k1QKJWlUFPC6MQEUKXmsy/dRCXN6dZzp2y5Exq8biguRBDvx7jtv9euzx6vIIPacWfHz/kQcNY9MgcYo8EUTM2SerMlKUPX1hgdMEUi4uRa9GM0SpZF3AlzIRqKpAW5jTnWKEzEKU/XNJTTKV2MmOTFbVS4HXKfKQm0ey1mTSR2NV1o2W7WYlldVVl6zmGscI1TImdt+gyDz3O/zpsqRYohxzAh0yjCuflsPPbOgSD6USnMYUOl1HC/9y0hRmjDmqghsZtDDFnJKcdpsjmXgH6QZMmXJcZEJA7yeEJZ6rnN+TOjIiU90F12mdgM3mR6hlK966bKbsrv3N6NKsV/8YSn/tZjXpuA//apn3rxfewQ4/N2zzve75AiyWgx7AryjJLBHnvZoV47L6ZBCUJEq8IQSKvsspJ6HnI/yeVJISSZYlovQXQX5aevGk0xQgDdBbro+d6rb7Be3WexqLhyxRMCbIqarms5Pt3w2p23eevuW6xPTzBGc/36DYLSXNdXqKopl/eu8HB6gPeepumI0ROymJvqAthInFTgkgw2n6BLULfCm1aOcjpnMpuS6jNiV5NQ1G0LkwmqMljtaINYQbfdlk3akqxBNy3K592YSVnFI6GMIpSaqAPd8Rm+E2e+ZLM0jjJyLlqhA5yuN/z1mz/iuRvX8G2k6zaYlLCdwm8adKHhtMl0DoS+sZxAV2DMlsMHhg9dv8QlrSiD5Uw5CA4dHGHiKct97p911N/4NuntexACajKh22t58/lHM3Dvx9hF7da3cfCWkEzGmHow+qxHKmP7hXqMzvbH6osVyD7zosYjm8QQz09w/Xv6hbSnVIzPD8Q5ajKdcmlvjzffeJO2bfj4Jz4BSgkHzdohzTUOuh+nSywOeuc1iR/3nS8uRO8UaI6DyUcK6S78aKUyxWq3GRm+Z/7pEfv+/foxn/tIsDwOvkf/9z+MgvG0O8i5x/vvMO6XJwXK5z/6Jz92QwjZWrjvp3xeIPKYuVLe5DRmz8MtrONjH3sehRoZmERZuDKyEIPHGjt8jtaa559/nuVyyRtvvMGzzz47jO0UE8pIKliCBNGEPzw+4bX7R3zkpc/RUrHpDJ2XJXA2rUgx8vCtH3J7f8L2bEWzOQK/IQSDK6Zi6gRYq0ElphYmliGjaIzJ4EnL2fqUs/WaxWLBM888S5fNkrzfkrQmBtmQWqOwxpK0OJyRNIW1GOdIMaC9p/NSkPiRj36UV199lel0SlWUeUHOToj9/ZKvRT+O+yZ/6oEzq5SC7NBnjaUsy11QDBTODUW/wrFU5+4Ro0UmNEaxpA4mCu9TS51AahpApLdQatgsgUbFiFeRlDpmVeKjzy740K19SC3/ZPLIZu/9mXO1zvdjRuJzlmEwIsp9mKJs8I0xuXYoYS1YZwheAlv6LJmWmo1yMsfYKSnVtL4F3wjn3kZmVUmIYAsxjEFlilfaZU5iSlTTiRw7dKjY5ZhDgbGEFMSvKSmUUTnbgsTIOqsWpUhZWE5XR6ToJZuThOoxXywFIEETfMBoTUz5PWWBbxuss5C0BPAqDXFRSjsHVqN7LnYkRjVkerocPGutiTpilFDl+tinl8gEUWlJIzoQaVd0HaO45/bXKsaASkLraLtuuJyb7UYKBU0fGKt8TtKfgxkWkZj8LqOUBB0XAE8C517BjHzfiBmLynOb2s3hT6G5/1Q433EBMR4rTfQLYw+L95bMsAuM2yRBMD2/uEedQ8zmH1mebSiw8xneZ+B/CuVBLkBIwnVRQbSLlZZAOcJQnBdjggCqjWxjzelxC2lNomC9rdls7tFut9TNlnv3Dzk+eUi96VCxJZUFJ6sz7tw7xE4mXNlzXLp0mUuXL1M3LevNFhD0pgiJjVYobyiDpdNBuMBR7B+hJVUGbIVxBWjhNWljsGVB13RQBvxSJku9sRgvx4hKwbWSdNwK8hcdWINKEVqPTppiMaduFd1BA64Uvo4xpFkJ0wJMQnUtSSvsGg4ODvmDv/ozrHX4LpC6lhBh+fx1imVBdAWdiqS6Jm62JFVjP3yDZhn4i3/2dabTq2z3G6oCFtpRLq5g1bP80cEfsz6ecP0gQWMI7hKpKES7+fQ+9WrxwYxdGAJP+gpbZDFy4wmDXUB0Mfjtn+/TW+crcdWIUgSSXt0hJT0vs78XoBdLNygsIba7Sewcqixjftt5rly9hlKKe/cfEIJnPp+zWCw4Xq2G6uC+meyoBHkzm5GH8WvG590XQPQtjSbOiwjP2BSj75OxXvL4M0gJk18XQqAoigvaygzXgZTtYMePjY4znPMj796d8/j16uJj42OOUfv8+HiDMe6D/nM/qKZS4tkbV2k3Z7SdxwePSwXEyGI65ez0dHettD53TX/xF34RUBg7zoDIcWNexKMPVFUlm2AlwZuzlqIoWK/X7O0v8Z3wAyUbrQY0TFQQJzw4DXx0/xpTXWK2gW0jfEWVGrYn9zi7+wqHmwJjNN5vaZotp+tAGxTOWpx1UlSXFFemE/ZmFR1JYFsiJ6tjHrz1Ni+8+CK3bt8GoGtb+nSrjwj1IN9vPkg2URnJwFjnsEUhgYSpKJMUa6v1mrZe86Hnn+fB3bvcunIVXRQDyqZ6je1+Q5eDit090Y8Pk392yKjOZirjZpVU+PsYxQn2HAqfX2MtZVHImM/mLPP5HBD5r+12S1MnYrezT267juQ0LhVSs0PC6oghYrDngvn3r0lfGGuH/oMdd7XPQIQYQO9AiH5dRAdQUeZIY3a0NKMpkxJXP+sIvqOczIhti+86tE50XQ26yps6SdnLRkITMu97MiuIKLqmw4Qtq+OHnJyeSAF9SFgjTITpbEbddLIZNIauE41iZzRNvaGtN/I9vLzGlRUoi3El5GJB22+uVI+UerQFrSxt1+IKQ9P4wYynLEvW6zXOlug8rmIU0xNjHNYWKDVyOU19HujCFbCZ+uRjtmzPIDIanVTObOidKoSSuKrxLdRbog/YvM7JGpEyj1sPgbu1Fp/XvpQ/QyvZDGinCdGDMvS8faUUNjsm9+es+0LUKJukhJL12vw7EBj3i9vYOaXrxOVEZItlp6CiSG6klK07YxQLzky63r0/F7y12boxelLyFAHAk5TwxEJA9ItDkCBOyYQQU3Z4glwJmgZbQ6uF55swEDWNarBFpN5uqSaOetOwXTdsNltWqxVaa1arlQxyEtgSrR2FslRoum3LsT5mbz7j5jMfJmnYho6ztsV3gdgqsTNF0eJJZw0GjZoUMFOEBliI493Zg7epZ3NiDKSpIcwUurOkkxrrLtPuRaq9QtLnZx4dFa4t2Ey0BNT3G8rlgq4AM11iTMXGBdxyQvx8hUua4AHdZYMVwCtoNXQNaWGJx/Da6pjgIppEqSz2mRmrpUOpSIxnKDeF2QxzdY6OENcHzKczVl7xh1//F7Qf2uela89wtdrjQAfmy4ovvfjv8a9/cIeTH36HmDSmmJK2ntSsKecl+vRdF9+9561fG2S87NLjpkfgLgZRT0BOx4tdvyF0bsf3SsPj6ZxuZEopBxRm+Kw0KJjY3gqI6Afsk5ir8QHaKOLqs8UcozXHR0d875VXuHHzJp/4xCe4f//+7rhJjmqUI8Wc2lUM6a7++/Ro4JPa4/pkXMEv5xjP9VW6EHSO39tPphc3GxepIE8KRN8livvY837S9X0cQty//hwK/gHFxsdHR/z1d17DGkVZVmJGkJ8bMm1KAsyQM2kgfW2szcjOeT5nfx1lk5Zo21bGpRJUbj6bkYDf/u3f5r/5R/8Qo8TKVmmNsSYHswZjZly+eYlrV1ZM3YImdFydaaI55d7br5OUZn1yyNnpEZfmN0ixYbPdcLRas9rA8vIztG09bEJbWnHVW0xIKXJ4+Dbf+c53+KWv/AIffuZZfPA0TSP3oRE0sC+M6wOfpvEErXFVgYmGalKhrCMZi3Ju2Dw4W1AqJdS9mLh9+zaH9+4znU6ZzecYI+XfIJ/R9/l44yTB3C6A7l9bFAVVWT2y4WQ4hiJEZJPTI/bIFFBYR2ksrSvY1Ft8VhepqkoKwI3IXCXqgU6ByYVhQTRnfd58RpVogn9MyPT+tF7mrnBOENN8nY0qBHlVCmf1uXmpBx26rjdKEU6wMYIoKxgywUJX2cd7TzGNpG7Dg/v3SV1iuiywlWwwtHb0gbozBl3IHLbc28PXnrd/+EMOH75F3dZoZYbNj28TnRVPgh7q00qzbTqWl5ccP3idshB302AmoC1FVaBNSd1GTApDTBJSACUOrForyrLEmYqicGJZjZhmVNkAppf4DEEyBMaIFJ01TtDqKNTVtuswI5pKXyALF+ZJNcpsht6oYwde9muYNoaqmBB9YDabUW+2A8jQA6NKKZwrBvRfwU5lZJye7VtGvFVGtfvv1M+x1pkBVOr7K8b4yMbyYvupCIwhDRq/407qOk8XhZuiU0AF8VDpnVmE94WkKZQSnnEU7lSIIQfFHTEFutCRAKMSSgVCivgIXfC0KXOGrTgfxSRC9j2H0qdAQ6JNEY+446SkMF5E3z5ytZCFIIn+4PrslPXpGXW9JeaUmc58maK0TJdL9q9d4fL1y+xf3aNrG968f8LlRcX+3jWuXF1Th5az0xo6Txs7sJq0mELnCXUHUy383OoyrrKEbYNqI357ApVClQp8R9h6WLeoaUc41Zxp0NagqpmkPb0sGGlaEe4fslct2DQNbewIkwa9t6Czgek60npxwkIb4R9mfpT3gYBFp4L9K4Y6JTqnCVazTgFbKExh6JLBzvaIzsCmI2y3+Fjj1ILt/DLpZ06pg0Ef1Xzn7HXSVBMnCdsscA8rmruHGN9glaGclAQfWK862rLkKy98hn/+9R98QONXkJme6XSx9amfcWB1MZg6p7WZdhXUYxk4KY6ST+i67lzBklLqHGLaa1P2KbJzZztCa40xRDogkATwYDKd8pGPfITFfM7vf+1rfPzjH+fGjRtstlu6rnvst7xImxh/zuO+72N78TFB5sXWBwQX++niccZqGGOkeRx8XwySnxR4v5etD/b773EOBX+fWyKhU0sI4NilS1OS1OvnP/95vv3tb4uclCuwtiBGlYs0wZkxHWiHLiXIBWKyvMQY0XZnOb6cz/kHv/mb/J//9Hf59f/872NsgbEOZRy2rJjNFkRlMMEzmShevfsWpdF0ZyfQNsymS5pQ88b3vsVLLz6PNpHVqmXbNGzrhq6TVG2JpvMtVVXhigrvW1599XucnBzxuc99ll/6pV/EoGg7j1JSVCUcYyl6U3kBlWxDxBUGjSJFQeWsLqlcMVzLXg85KUUyFa2ZEFNNInH1+g3atqENnsKcH7O9csXY5CekhNWSnek326W2OFtgtHmsZW2PD8cYqOsWa4UqozQ4tQvyy6LAGsPZdpO191vZEADToqAF2rYdqIwxRowSea3xZxXGfiB7OqXUEKDBDhhIWdI1poTVQiXI6tz0NWMpJYydSF/bbJU8zBcKdIHT2bBCa5QRd9qoC/Zvlvj1Ac36CFdeA+VIGZ1OCDhglRbjlhAorKdrVnRdm2lGeeNUFNQ+YaJoDSevEZGMQGpX3H3tASjF1iuclsJpY2TWtZI2xxg7KLv05x+7ROzEHIPkOTtdCVXKGLSxpKho6g7rLImIcYbkPSC0kq7dDPNmNZ1C7s++r3tK1JDBz6iu8pKxDzEOdsz9POqcRQpVhX7qsKQI9bYRapAxpPzcbl7ebcpjArTJBexRgMtRZlE2FnpQ0QAGO+n+nMUgOIqCRhJJw6dl6n4qAuOUGGgUPXk7BKQ62gdMTHgCesT/7TkzMYRhgg6ZY5xSpLeo7VKE0IEPeKVISvbPIcgE6HMKK+oOHyU9FhEOikoJbaBrxAoxpUAKNqdfA9oYPvzsdVQ8otsk6u0px6crtus1Pk8sKdsRhpTQzlBWU/YuX+Xy9VvsX7nO3txRbx0Hh2ccnQVmhWZ/eZnV2ZaTkzXKJ6aTio3fop1CL+a4K4Y4SbTGowqIqSWSsJcmgt4hcks0Cd1Zoq3wxyvs7cugDKE5I6QOW5aYyQyfEs9O9nh1seLq1cschi3rpiaSqNcNHG3ZpoRiCo0nUYMyRJ0tnamwQVE4T7V/jc2DhyJ07izRt/imZXL1JrOJwjnD6bfu0NxdgUu4ywVq7bl8A+784AGf+DtfxC4s0RpS4fBGc3JU0xxFmnvfJZhIpSdEOsxccXt5nb1b1/jWD95450H2E2pZMCdT/NMT0b9xMHaRb/skhHHcvPcoTKZqnFeHuBhsjYO7Xq9yHECP0dmUUpbu2XFndeEk5aoUn/vc57DW8vtf+xqf/exnuX79Oj4kztZ91XUvO5aR6JzWGn/vi4ji49pYF/NJ/Tb+zk/q48cFu+PPflLfP+n/vp2fjN99U/Kmx37uTzoIf3pTskDb81Sbs7Mz2rbllVdeAXL6MkQg8MILH+c3/qv/kklRoolDUODz3N0HlkUhyJ0xVhQuoqS++4V3Pp/zCz//8xilcJOSarJAmxKUJSQjusMp8be/9Em++a1vcu/eA7ana4yCbuu4+/AB/+kv/wectRu+//rrxICkjFuPNSXOOqpqQlk5XKFZTMQG+ualJc+mZ4b+18MGJZ2/xhfGbEwRpRIusxUTZNMElzmtu8p8pRWu0BRFyTY0aGfxTYsyIue52Wy4evWqfN5jePhDoKaEzmAz/aQqJ7Lo8/hxGJTKplNkfmUckGc4P88orcUFLgNSWmum0ynT6ZSu61iv19S1qCg0TSNZ0x7FGyFvH1QrikI26WrMwVYo7FA/0FPGpAYhy2YCGAmeuq4bAscY41BsPMyNUaRRU+YGK72Hbzrq9R3UYcQtrlFO52ghDMuxRvKDNBsu7005PZzQbM8w2SI6pcRkMs2ZCU3CE0JN6rbEboMrJ2g3yZQbvTseMk9aY0dZhfPzujFmyNJYU8h6kYwoWKnsIhekHoAkmT+dP6MfH1prUb5wbnDj66/7oBbGbm52zuFDJAZPLyvYP2eMJYSczes3kFbmBN1nOHO2tI/hBNXv8j3Qo8UX7o3cegDTODtcxzGFbwwC9chxCOHfDcS45xMPaK+P+E54vCFkuTU8OiZCFCWImHqHvIjqEeMYc4olQYqi5pDTBn0A0QfGPkTajFCLJ3gaKtsTKfdhxCPe4FEJSt2ljuTBpYKrV5d86bMf4Zvf/HNWh57VasV2s6ZrG9kFgaThMvlc1AM8VWGYTQuqykjhxlTx7DO3WPuaInbU2w3WWIzRxJS5f/sLgvPoRYF3EFyEZFBdJBiFS10iMgAAIABJREFUI5IKDcnCZguNBx+IGPTCMa8WbJuWqCLad1II4g3txtMtI6dNC22HV4lkLMYVUlWuW6wqoOvw+gwVDSkJf6twhtlsxiqKdmGaOTqd0HsTit5euyupFhWpUtRK4b9zB//2mtQFKDVBOdz+jMtXL3PpZz7E0u7z+muvU29bcfXbm2Dtgpc+dp03Tz/H87ee5f7br/PgzVfptqf4WHNne0h3+coHOn5Tz3MaPfakNg7yBvmu0ePAsKj1xTHWGVQyMNYMVuePmYRrkYuTd/rJzlmhIikGtHenFZsXD52Ln2Dg5Qp/WBND4mMvvEhRVHzrr7+NMY5P/cxnWJ2s8j2bnZFSHx6fD/qe9PfFPumzRbBD2cfoxLh/HteepJn8TnSHpz32btqTUHGVx0N6zGv7v8ec7Q+iGSspZ5sR3RCCIF4x0jRNLvwMKK3pomfbtThrRYlCq2xFK0ViESny6jmeylisc7IgKs4t8Eopbt5+hu9+/wd87FOfZrZwsoimRIwtcdtB6Khc4mMfus3NK3v40OUgT/HRzXNMyxmpTkzLCUf6mMKVTCuFZ8pkMmO6WOCcFXWJiaZ0BtdTA5Lcr30OZlA5ycFof46QA0n6dKzoHRujsZmjGbKcVIggeuNCXyido26kIEiMIRTT+Zzg/aBWMVCvLgTifaDinAT4zjrsKHjpW7+Z7f9WSiyOjdGZTiUyn+OmlMqypQnlHDpfw7Io5Xcu7Fuv12y324HamLQSXfTcJ+Kh/P6PXaVkk5UA0qiuQ2mUFlk9a0V5ATJdJRcSmrwWe+8pXYFxdvgOSmmxGVbgrCOkLBmWATLrLOXlG+w9+wzf/PM/5VIxoZpUGCM6wmiDdQZrNZPKcnrW8Pprr3H48CGQkJJ/Q2krjHVMpnNOVie0dQ2pg9hBEp64jkHGV08bTSmDdn6wTE598Rm9vvJu/HjvKSclnfeE6MU3QEm2BzKqipKxmjPt44Czry2R66yJWflLG412WS9a92CIcKRdLjzUWmONHmitA7jBLuNnjBkCZeOKfH0YFCNiDHjfgXF5PJu8AdmBFHKsOMRsxIhGCf31wv00FLtn3KZ3VH5S+6kJjLu+0C54CYyD6O5FH+hClAKNPFB7moS8XorBlEpDKiUJ01o6MAZCTFI4ECJRZ1Q661AK9iu91QU/TD59aiAkj4+eoMD7rG2M5ZnrV/j5z73EbCrjY9vU1E2L7zxJnBcysjxs11ExUW9OaeozUmhxJlE5QyodRTVhEWbEriH4jsVixmQy4XQjyK2qNCpFolFEJQidisC2FVeYLqCmFt0l0lkgdYGkE6QOu1cRJ4ZldMTYsT0LBBzaTfA6klLL2kaMLdBFCW2kU5FoIylpkYlra0n1qEIqUjqPxbDnJigXaJwmFoaV7lBWsXB7FKag8mss8BCIbx/QvbkiBoWaa9JEEQ1we4KJnqtXbnPYnNL6SBEK4oOW0ztH7H38edYPj3nuxWt0HTCdoCYzwnpLqj0pTj7QkRz7ymbOo5ID7+0CkjsOii8iiRcR0gGhyZMY9Jbl/f8yLcifaRSFJZIWDVSheciGRmVJnDHigMoukUhw3CMtIeVCIRJ7l6+JhmdRUTjH6ckR3/jGN/hbX/0qR6sVbdvk8f5oUPHjtIt9MaRJz6FAnHvNuL8e197tObwTGj2mYDyNr9w/Jwv30wPyD6oppSjzojMOWo3WOcDtfwxow5Ur1/joCy+QjKKNnkJlqkTeEJk+X40iao3WEnQYax4b+E2mMy5dusR3/+pb8FLiypWrUjfiAyG0GCUBzGxWUpVO5nUSMSSW8wX1psV2hrIsSD6w3WxovGKynFNUM6wpBkT3ytwxrRxKaawORMY2wcJZPTk5QWvNpUuXhj7qAZUBlct0CaOzpOdYckqBJqFSpAsBnV3HhD+qBKAhEa3Ft63YS5fl0Cfjn75QyjmHs8Xu89/pgqaUtV4l85n0uZD53HcCGdOTshyym/1jWknRVM8ptdayWq1AKXwim5rkNejfYvz92zTZl9kMRuS5BjE0CjEM425MUesVPkKvZGBMVnOQYxqjdgYUuUJjQCmVyoosE0w5ZXnpKopE12wlKCwmoDVlWWCUotmsOT64z9npCV3XYl2BMg7tSiIWHSLNekVsNsR2S0xC27HODdk3lcAaS1S5VjTPhT3VVL7bbi7qgYShloGEczZnDPWAkoYQBhrGmNc+1jbum9ZS1Jly1iR0guj2oJ+8NjvRaTPQj1IaxELpKRf930oJFcbHkXlI5oUnBRhBl7UxoMbUN7ls58EFQayDLGEorYhpdw+N++bc2uLfeU34qQiMQbi+KiaC9+L8FiLei2lHCiHTI3pkOUggnP8XOQ7h+Eoyt3fBC6SYJdyydjExT05p58LSq3D6GAcR9p5nN6Z3dF6ULJ6/dZ1//zOf4nOf/Ag/eP1VtFbUTU2I5/VVH9lNp0TT1JytT9lsN6QQJZ3iHAWKCQWtL4jBs603rM7O2K7XtL4DFTDRZARdoRKCiK9blDVEZyg8qNMa08lEHnQgNR2TiUZNKuauEFpJgpAcupqwTTUdiaATqSqooxdkxkS0BbpENGBKjfIOVBL5uMaT0PgmUmhFU4oMUuMUVoEvLEU5YWIUkzpy79590v0jYhtRew4zM6gS4tQS9i2rsxWOJQ/9PWJl0K4ktAG/avFxw51XT/nYJ2/xcHPKbDbj+rMfpl4uSV3LrLrEpmr5zvs8ZoEh3QUSQJJ2QdTF348LgMePjyekR2kDikH94hwMmY9D75w0WviUZGpjToOmKNXCfWCs8gIKF3WA8/moXIjRo2shcunSFazRnK5OWJ+tUCRef/1VXnjhBbFC7+Qekd6QpfNxadcnobgXOcQXJ++L/QfnkeKLfXjx76ehzk9q42O/m/entKOUPCn1PRz7xz6b96ZppVjM53Te56KbiO9llPJighYULsTEzZu3+MzPfhZtHTFJQKwzCrMrwBFN1wFNyuNMjwKYIQDUhtu3b/HGq69xcnjAtHTYjPhFIhhFSlLEpxT0trFagTOGVFjqVgqaTlcnEthWe0z3LjGdL8UEIaPf+3PHtDRZDkvE6YawMV/X82M017Wnx48dsadts+lG5qcqUWsg9tqrwjdFG1JeuXuepJ1M2Gw26E4sb02PVOc+dK5gMpnm9UgPY+kdr2f/x/DaJ2duUKIn65SiBZq2JcSATpkLqwWtPjg4YD6fUzeNoNNRuJqSUYps60f149+PFvviYqUyh1Q2/T1aOkh6KT3Mcypv8nzykhE1QjEg9nOwztJiUkRtIKsqpFxYKXSEbdtx5eZzHNx7nbg9w7qCsppijCgRaa3ZrLes18coHXM2RtRWrJvQ+QghsG3PiEHs05XWaCNIP8rQhkDR89v7+6dXeGCswKEfmVt2wIwExtb2SKmAJMboHF+JVvcYxAG5nUPXCV0liH4+yGISu47Qeckc9OtDTyPM77dZjk31G+vRGifa54L4d9n5T3SXR/Ok1hjn0EYLgj5SJ4P+e5yva1EKlMmSs8g9rpVCjxSexu1Jxat9+6kIjFNK4pIUd4V3vfEGGY6PIdMscpBM1iEOIRCSxiqfJ5Dd4wM9A/EZF1RsHJDIxO2TFB70BXlG7SS1QpDLHmKkS4Er8yV/+8uf5ysvf4bDo0OsMlTVRM4XJSmVUUo6cf4Caq1pWs9609C0gYDCYQTeTwGMZb7c42aM1E3HZlvz8OCQ4BNR5e8QyRp+kdgFmGlcNcE0Hc1qjakK7MwJ9aQ1TE1B5S4RzClGG+bLiVAutMIEOFAaTmq89tx7+BYYxaQsMVjquoYYsdWUVG+g3WDqIK54WnOwbiiaEgoDTqOSxivNQX3KytfMZnMKDbz9AFoPSw17MuhNYUiXZnTachJr1nqCUY5GdRywJiwjdnEJz4buzPPWKxvsdcP1KzeY37LUaUOnW25P5zQh8p3/7fff76GLTKfSzq07jwnAxjQJef07c42HnX96jFvPO6yTFykZ/W+txDhB5rALQV7aaX/2B9cIUhFDHL5gH0DZouSLX/wyb9x5i7/8i7/kCy9/kbt335ainIxSoBRCo+zTuumRc3uchNn4e/QKB0+byMb9drE/320g/DTUefz8+Hwft6HJT5xLYr9TZuCDaFpr5sslm7MzlFJ0bct6sxEZJdVTBOQbzBZLbj/7LLdv3xIAwRh8SjilMdl1q09ZD1s1lbKbhYw5nQ0qGK5/QCn45Kc/QVO3rI6PmM/n6KzEkEIS+2IlWY2Y4jBvW5e5n+vEwcFD7j64R+MDV+Z7LPf3mS3nOONQ2hJDTVVoSpcBD9k9Dg6K/Ybs2rVru85R8h12gdXuRzKVkahaAXSUzYVy2ZApB8vaWqr8+rZtSaHrD0xC5Lqa9UaCKRRa20GKraqqQQda8Y63++6U1Y66cxEPuzjeFBkAQqysU3+9Rzq1IQTeeOMNXvrUpyiKgtZ32MIRjaJrWuq6ZrPe/DhD7j1pMSXQ4H2H1gYdzYBK9uu+FH0pfBdQymCdzRkMSEEKykQdJIIerdHGDhzeXr+3H3Naa3zo5LourxDvv4Vvtpk6GXIBYIcp5xROglxtBLk2Vo5rrKPeHBOjx4d6MOKyWqycQ4i4wtFuaqauIvZFbq5AOzc4UupcmPm4oueURMygmhQE38+xCu+DmMwYhVJ2yEb2WY8ejcZk6onRdD5gtUFr2bApq0je5+JuTUq9Wk2mwCkFSWTntBMznWGO69eyvAE0OtOMejphyspMSQxUdpubi8CKfE+T75WuEzk7Yywa0frukWhXFufUjXqqXi+J+qT2UxEYAzsucS6gE19usRIM2Y9cHs8VjlmGJKVE8C3KRDGnwGd9VRGUzkfHI/8bdjxiIWiATxFRw1NELfwr4cckYoAuRdogMm+/+pUv80uf/yTLqebo2DMpS/aWS9ldNZEQ8oVAbt5+cUcpUgBlHElbfFLkjWNOyyU2TSAasNYwX+7zoecUdetpm8hJc0woYk73yLnpDlAGY0psW7I9PUK1ka5oSNFSuAJze0Yyls6fcmpq9nVFZyJtu8F4gyqAJrF99T5uVlHXh2A1LSV4iP6MFBP29ocI33tIlyCUBkpL4WbsL27CtOTMtugqolwQvnbTEeuOpuv44ZuvYnSF9zXqWgHa0G0iyWjsYkJZTrk8KbnXbjEnlktuySqtOUstyVlq39K2R7xYfpQ31ofcc0ecTCIP04paJ27vL1m8Czebn0RLPDm1Pk7D9v+PF9eLr303AdLjgqunvXaMPit1Hpntd/27xVT+ehx1oP8749H5EcOv/Ed/l9e//yp/+vU/5Qtf/ALPffg57t+/z2Q6Zb1u0IqsFypBUn8+PZVJ98HGhaIOOC9h9YQvOUycvavT+Dv37323QfKTNivj55/WHvcZ70TTeDSMeX+aUoq7d++yt1xicsHNcE3GKWit+Y3f+A0+9/LLbJsGk79eIC8gRg/jChRKyRxbWpM1jXNmQkXxqMn25SEJyjSbzTg8PGSzXYOKLBd7ub9259prnfaFpCDKLPfv3+fPv/ENfJe4fPU59i7fQmnoui3WGCwOHxpE0mmXeo7hUem83QLOQCVRPN6qus8optgSPCRXYpws1DYXYKm8+Pcbu6CSWPXGOOjvzvf3ODk5wcTAcuEG+sRYdeFi+3FGy3gj99jNOnInV66gjjVd1xFjpCxLjLW8/PLLbLZbrLXMJhPq7ZZtXbNerbh77x6Xr7z/tR0KCF1NWfS82V0dgveexXJJDIKGBp+zeARS57NygvCoDw8PcU7cA3VGbGPfX0jwKYDC7rr7KMX8ypY8/+Jn+P63/4LDh/dJvmWxf42iusRyuWTVnOBShwkCSFhTUrgSmyL16iFVaUQ9w9qstavPUSWm06lQRvN1C6mRgPT/Z+7NYmXL7vO+3xr2VMOZhzv27Xlmk02aJk22RCnUQMZC6Ih0bItKEOXBCJDAjwGMPOTJyIOAvATIg4HEUhwrtkVYoiHJYqiAjiSQkiWKNKeeeee+w5lP1anawxrysNbeVefcc283p26txul7TlXtXXtYe61vff/v//1jgReYVUlt+4y1lsl0ipIz5twYQ1EUaJ2AdehEs7e3Q6/od9UdISQzpmnK4WiEEpBnefDjdiEyHYrNRDJLRE/oNmnPGpSUaB1kS3VdhUIgSuHMrJJrkiRk8dkoy5Jhr9fNJ62UNkl0kNHWwS0LIaKeOhgmnIw8SinJ8zwumgPDXyQZxprgWjYXcZRSdMmkb5d8996giRPNe08iBd7HinU2MMQ+XoMgT7DUrqZxNdYFuUVjTNAfW0tpDFXTYGqPa0KoxeIDC+sd2kPjHJWzVC4U/2hLCSY+VM4jmrmHz3lq56lsLPvsQaC5uDpgeZAjVUK/N2Rh2GdpcQmdpPTSAq0kKEGSpSwOhvR6vQAyhED3UpbW1uj3h9jGsr9/yNF4wngyYX9/zPbumLu3RuxuHVFWlrzf5/z5TRaGA2QTWBohApCQ3uNdA6lEoDFlhZwYnC9D2UibYA5rhkVOhUHkCTUJpZJYD3VVs1eN2KlLMDVM4eyTD6HXFlh8/Dz9hzZI15dYefoS+fkz9PvrGCERIoEigULRmCkH2zepC83koQHTjRw7KHCrQ9zZdczqAqVuSAfLwbJtfQmd9VB3R6RSk6yv4KVkUh3xjdevsb91i51mn+vNFgdiilWWxh5RY3FrBX/1xp+zcWaVq3s32dqassoGTyw9gndLvH5l6z3tvy3QO1lkYn5F34K30x7udj/z7TQwNy8xeLtjavfdTezqPoZykdiL6AVnPU0dBtXWtulYxbuIokX8rzQGC3z4Ix8FLfnaf/gzvv7Nb3D+4kXSLMNLgRUBSNkIRIQPCR4+Hl+rc20H6PZvOJ601V6PFri0V2H+8yev5fz1mz+Xd7qwmL/uJ/fRfu4kk3w/RvnkZ8J+HngYP7FW13UgAaztQHEaM9GFEMg0VHVzjWF/f4/x0QghQSvQQpMguipTCBmTiwAZLat8m3AcNa8+5JC0pIYKLyK8Z21tjcuXL/OVr/z7mGw0u67ttdI6IctynPPs7Ozyu7/7RYq84OzZCzz3Nz7Gsy9+iI3NTVztSYUmESCFJU8kwgpcE7LYrQ9JhUoEX/rAkM2A77GMdglJqtGJPrYAm8nsJFJLgtxVHNu+Bc9N9H1O05Q8zcjTDJUknf55ZWWFfr/PZDKhLksyrbuKjVGkcU/zcz/ixOfE22zbtvZ9H39vn7u6rhmPx+F4mgatFGmS0Ov1+Ku/+jpf/4u/ZHV5hRdeeCHoyt/lZq1hb2ePrTu7HOztY+oJSli8rWjqCUiYlhVaKp569lk+9PGP8chTT4UiGj4IvPYPD/FCkvd6pHmO9Z5pWZKnKYMsw2uFw9Pr91lYXKTX76OThCwJi5dMe4o84ZnnXuDihQvYquRw/4Cm9Bzsjzgcj3jjzcuMxxVZNiTJhuyNj9jdukaSgpcaKRRKaZIk6Li980iRUJUNaZZQYnGpwilNcKq1pHmK8pIsTUliwZamrplMjqitxXgYHR6wvLpKAxyVRxwc7DCdjJBa4KUk1xmrK0ukRR9jGmw9oTwa47zkkcefYXK4y+hghBQZ/bxgMjrA2oqHH7vER//WR7lx7SoOw8WLl/jYSx9n48wyKhUsra7yyGNPM51OMVXN+fUNPvaxj5EkCfv7+0ynU/J+wc/8Jz/DpJwyHo/ZOHeOxtQc7O/gfMPSyiJJ9JQ+Go9jSW5ItAp+63nKyuoydVPhsRS9DKWjDKy2mDqUwxbSMq1HKKCf5aRSoYWgSBXDoiBX2QP72F8bxridhK11UdcYHCda9tg7h7NBg+yjrML7+FB7SSjbHJwo8CGM511gib0MHq0CaJyP3DDgPLotdyhC0QNbAzKsYpwgTugS4xWpnLC1fYOtnRVWVtZZGOSU1YCVtUUWF1c4sHcQU4uSgqIoWFlchERz+/ZtrDWsrp+hv7CK1hneCe7e2kYozXAw4GB/zNbtHWxlGCwusH52jfWNBVaXN3nu+afZ29/GesnETXDCIpxDWIdMM9xOjRsdIQSofp+6LskGBcXaMkemYaEYkAm4pBJuVyVGChqtMJMakQiywQL1OU9vdYW1QQ/jPdXBhKas2J02ZIt9BguabSlRSym2r3DY4Brx6DoHT0ggwcsCM57C5beQd8awM8XtjanyFLmqEevL+J0DrBEsD3OShYwtQKgUu30Hr6F3dp1U96idobJ1uIdNDf2EhRc2eb28w3MPbWJHFVevvc7Ry5Y3l5d5iIX3qOc+OGR/3zD7XDvN9mgePL0TtvM0GcbR0RH9fn9uO9HNhO1rLQPnou9xJ2OeO9bTdGzHjhU6LZdEcumhR7n0kOfPv/Zn/OEf/D7/86//Ole+f5XptJxVsBT3Ttqt3c59dZGc0JXx4JX9cSnK6czvvIb5tO1PA8DzVnc/bJvf/r2SUgghWFpaQmvN0dERx3TRItgQgqLfz+n3+yRRW1xODF//xld56eM/1YViW1B5kum999rHxOaY6wCQpIEhffbZZzk4OOTy5cs8+uijwMydxFrLZDLhzTff5OWXX+bTn/40n/3sZ/nGt17BOMmFjTOMS8t4UrKwsIz3IVzuMeRasXsERe4Z9iVW5mDmZUTHS3i397kNx8qoO/XHPhP+nbcv04numKj5vpHnedRrB42udw5lTUh6855erxeAkZDs7e5x7cYNLj300I9+g0+c09t+Zi40X1UVKko60iTBO89//I/f5Lnn38fy6gpVVWHL6p1pPH4CLdWR7a8ryqqOxU8SJlWJmUypm4bJ4Q5v3byGR+K8J/ECLwWT6ZTl5eXAHArHhz/yN1nf2OBLX/oSZzc3ee3qlZDo3xik9RQry2SDAYejEUmSUBRFt0iSSUZv+Sxl49nZus3yypDeIKOnC5bX1tl1NaUxKH9E6ifUpu4KYFhrybICa0IkRMkksqYJ0+mU9dV1qmqKEBa0o3FweHCEokLRR0rFC8+/wJ07N3HWceHiw9x+6zavv3KLN197laXlDRZ6fabTAw72txiPD8Ki1XquT/epXYIWFilDkZDD8R6jg1soJE01YmQn2DxFekN5eMjL3/grvuf+ksWlAePdfb71ja/ynW/OLNK2bt9BKhVIO+957ZXvcPXKmzjnSJWnno65fb3id77wBXpZ8BV//eXvoIRgkOd4Y7h9/XqovNpLaRrDaBp0yFprymnJZDymHA7JpGKh6DEseuxMttm58xZFr8dTTz6DShNefPF9/PZv/xvOXdgMFQeNZTQ+ZDKdsLl5Bq3uH5GBvybA2McQmbfBXm2m77UxEc8G72JjInBuK7eEmuNhMeWweKQIE29gHWxIumuiMNy5TusYEnY9aBkse5xH+Vko13sX3CikxZuKxgsGWrCzfchr37/GxtGE9fUNlpcGrC0ukyiBEMGHM01DFbHB2gqp1IxHJT1h0CSoJMGJoI+y3mGqGl846tJzNJ7grcUKkIlAacdgJWehWOCJJ57k8luXmZoE6SVChoWBqAxuOkYoCVJgtWFxfYBYyBkbh91qcPUedmOAEJJFmbJjKxosidJBh2cc1YUz7NZVWJ1Vnmo6xVVT1KBPqLle4p2gTjwkgSHS64ssPf0UPWoWh4Ir/+uXyJ8/Tz2t8dtTxH4NWQGbKd4K/JU7bDy2wfqlx6l9ybZp8Ksb9BuJKw1NZpnu7/HE+YtkRY/b432u7d2Bwwo1GXO4kOCnFd/+5p2QIJAKRJ5gBdz+879873rvHABr+89p7bQEtNN+7/Z8UsLwgDD/SZAlpexAcRdGjeWko8wY3AzwypipfT/W+uT+73ccs3A6LC2v8Pf+/n/BzWtX+N1/8zt85jN/hyzXHIwOgwUdOiT4cVxG8aCCHO8UULb7mffnvN82p4Hc0+7hycXKPWHpE9cKHlzA4+T5vBfNe89kMukiHS0DnKQ9ag8Cx3/1q7/CI48+io3JlHmR8tGP/C2IpILzIYIlBaFMrzwlsTICSweh5LyHalqTZhmmahDeMej1OBqNufzG61x46AI6SWmqEJb92te+xsrKCo899hiXLj1ElqXUdcOtO3c5d+4Me1t3mIqCRiTs7+2Qpj10plhbWKCpjvjuq6/C45s8/fAGmfOYmMhkXJDRBTzYZtcHnXQ74VdVYB89IhQSIOqloSuJrJXCWUNDYLbxkKUpBkeepUGHHS747Nr34lwkotxCSlZXV9nb3eXr3/gGH3rxxfvetx8Ej4aFqODte5nvFgStv2+iNb/37/4dP/fJT/I3Pvw3EUJQmhrHCG/se+JLIYTE+FAhLcvzkPRdV3ipyPMhzliKfhEXbCHa5CJ+AFhYWOgWPJPxiD/7kz9FCMHRZMJfjr6GidXb1tY22dxcp6lrbt24Hsg55xDLy1RlyebmGawD3e8zePgSZzcWuX79Bmc2zsBiymS0G7y+tcBYgzNhLEjyBQ72d3FeYkWFrUPRpMHSIiJVbN24w6OPP8a0cRyNp9hqAs6AJBTSEorMVgiv+Maf/ymNNzgBN9+6Cl4ihWaY5/hmhLWCXCsKnXREYpqngKCvFWADqSFDEqvSGp+GWMTRZErjDDpLSKVGRE9h5xxksfhU3EYLaFkXIVQoQR09kNtr3eaAee+pmwoRk1M9Pjo7heMrmyaQoUC/0Cjpo7wjRfh+B5T3D0ccjsahQl9aUDWeV15/A+cdb37/MpNJw7e+9a2gPRYBKDrr2Lm7T9HrP7CP/bUAxu2E7HxbnMN3iRatF56xx0OUPmb+GkBH1sLh8cLG4StkDrc+q84YTHxNePCRsjLWUjvbMU9BBA6B2Qj6pcYKpLRc2FzhqJrw2hvf5+7duzxyaczm+nn6WcZg2OfG9VuAp98vWFtb48LFi+RpjlA52zt7QWdpDMZY6rJGq7AqsniSQtHLNdPDGjudMj1UjPKErEjoZRkba6tMzRi7v8W4nOCchCTEMjvyAAAgAElEQVRUvKNIEKRgPNlqn2qYYBuH2a+R1tCYHrtbE/K1nAZJigSV47QLFZCEg56iQrBpU3Zu3WZyOMYnEq0lF9YX2XntLiKRyFzhNQwW11k5c4nlvM+57Az//l/8S9x+hTmcYBMLOciVHL2cYJIGaoO+sEbRGyCdQDqJvLmP/YvrTFF4LRhma4xHI/JU0x8MWU9ybFpw011H+AzrLdJYDBPYd6hSkgxTpssaOzL36Vw/2Sa410mh/f0k8GnZmNNKHcO9muD7Aa97jkGIY/ucTxS633aCYI3TJqzMVxRqdV8+TqZCgJybVU/ud17C0L7m4uLSpzlbh2Oe/8AHaLzl9ZdfQ6eaZ556mvqoxFYNxh0H/fcD40BnBdTZEp1yPdpr3toXzdu9nbb/+4Hi+x3PaQkvJ4/zncg0Zn3jvQHG7fWp5+y6tFJ4EV6XWvNLv/RLXLhwgSyynkELGe55Y0MkbjqdkieKogil6ROZRMurSFDEvimJ/ES8Nlmhw7n7kHWvlWZpdYXNqua3//Vv83c/9zl+7/d+j5deeolnnnmGPM/JsqyTZQgBTz32MF/8/S9z5uIjDFdXSK1kctRgTE3PWfa377C4tkp1VNJUTRj3ZSz44GdVw/AxqijCQbZuGvM65LYkbeu5Ov+M1XUd9aKx2IMOkpRUCbSQMdHtODid7y+dLEjAYGHI6sY6f/ilL/GLv/AL93z2BwXFbWu/u5tD71nciQ50SCmpqoovfvGLfPyllyjSjETKqC0VuMKyV07fE8ZYShEcHFqdaBzHWq4rPr1onXQRsS5Ji9mz10YC2lLgSkmKoujKZNdVzfVr1xAi6FyXVleDt/NkwvPPP8/S0hK3br7F3Z0trLMkOmMyGXP51W/x0Z/+KfL+EFOVWNvgTfhxpkYOHK6pyHtD8AYpPUJ46vIIa0vyXLCzfRPtZ8UtEEG25qyhcRat0qBftz5gI+HBh5oOQeMe5EEWh411ZJRWaKVQSYKWOY2pQl8WM9ek8BPG84VhGmRPPsTm2nmmLRrV6pNnY1hwhXAO8iyMAdb7Lqzno0ORR1A1hizNMNYFY4Q2GicEdW1CH7MO7wW+rpHShmQ/JM4LplUgFr0PWE9GP/i2wNt4PEagcTYkjFvf9vsQCaiPxg/uY2/XCYUQ/4cQ4q4Q4jtzr/26EOIVIcS3hBC/I4RYmnvvHwsh3hBCvCqE+MW37+ZhsGwzI9uiHsHL0s40XdZ0Gs62EIhzjsbZmebLt1XzolY5rvAaazHeY3yUZsRMSuM9TZRrhMGb7hicA289zngskjyRQMONOzd59Y03efnl1/n2K69x9a3b1HiGw2EcVCQLiwtsbm5yZvMMm2fP8NDDl1hZX6UoCmxZUY7GmEko91yVJY015As5C2vLpP0cJwVl3XA0LinHDcZZekVBPy8gVvDx1oVEDimQaYLQimR1iF8uMFJhKo+vLd75YHSuNWa/omksGoHSEpMprFahUpLQWOnZ3dvn6GiE8waVKrI8hcYxPhijNgboIkVoSeM9o4MDDq9fYbOfMbm8E/w7J1OEh2QpR69l2BS8VoheQe/CBqVS1KLCKYesG+Rbe9i7B0jT8OgTz6J7Q3SqqbzhYDJmeniI9AYvakSe4PspvhftuawEp1HWB8eL96Dvhv57nMU8ySaefO1+wOq0/czv46R29cS53rOfY0D31O+5F1C3/0oRdLy6W+nfq6OdBw6dz+rcACdEsIiz1rO0ssK0rJA6JdUph/v7XL1xnaJfBOMs50M96haJC9FN3O1zfPJ6zX/faWzu/LnN64pPyjVmmYfxl/YfH3Ib2p92yj3tPpx2v+93P067J6fcz5943xVCBPlaK1nzHhH1pJnSmOmUZ599lsFgSCJVB/AQPrLCYR9FUYS8Bh18gp0L17AFwK2WOEzwAdgISai4GCd8T1hIJTKwlK9873tcu3qVhy5eRGvN4uJiKF3fkh3x3vaLgvF0ikxTFoZDlhb6DIc9VpYHTI8O2N++DXXJI5fWWF0Zxsk1fl88lmBrKI8nyYZfur7ifCwcdQoQnH9uVNRX6zQyrtE2isityvhsnPwRcZFiTWA5l5aW2Dh7hj/56lepouQieDH9mJZRIvj31z4AE9f1RcHu3h6vvPIK1louXbrE5vpGVzpZCUEiFVmakqUZJy/Iu4UXBAoh2gTH8CNFSNSXkaGt6urYM5ZnWbewnvnnhn6gEk2WF0yPpgGsOaiqkunkiHI6ZTKdsH+wz7Qq2T864urNW1y5co23bl5j5+4tDvZ2cM7z4gffz8HBFtcuX2Zz8wx5np3oQ2DLKYnWIXLibOh/QuKtw9YGrZLozFWDCN7UbX9UCFKlYuAhOrQoSaJTEp0hVUqa95A6xQkJQiOkRqoEpVOETPAoKtNgnUfpDO9FjAonSKGRMcFPSUWSZCSx7LkQoSCQ8yZEH71F+MCuH3ORkLJbRCLEzI1GSuicaWRn+RhZTIQPyXMCgXcxH8AGk4K6sdTGhCJrUUkQLPvEMWmgkCImjgZrxpAQqLrjQtCZODyovRPl/G8Anzrx2peB5733LwCvAf8YQAjxLPD3gefiNv+baJcfD2xxAIplOVvLFWNM/N12oNi6CHp9qH7nrcVEv+Lw42blolu22EUvYvyxktLGOYyzM8ZahB8PeBd8Gn2I/dEvYDQ65NbdO9y6c4cbt+7y5o0b3N7ewUrB6voaCwsDFhYWWFtbY3Nzg9WVFRaXFlleXWF5dYkk09R1RVPGynjWUU6nlNMSqSVZv0e+OCDp5XgpqZqG8XjKUVnhnEAJTa5S0th5pdakvRyZZHgpkcsFRgtcaeHIQGnwlcGZBlKNalJcI6lNqJbneyl1IlEIdJqCb5jUE6SGYpAxHPbpy4zdWzvYpkFuDiDTZIsLeA0H+9tsXbvO1W9/D5xC6JQkyVA6JRlkobSzcHiVMBwOIVOMhGNSSBgUDFbXWb14AZEkCCSLGwsM15dJsxRnHEfjMYfjXZStEXUFTYkXBr+Yk60OWDyzxtK5M/RkxsLwVI3xu9B3T28dQJxL6oHZBHw/Nve0v09jfOfbg8L+8+/f+9pxgHcM2ErZTdpK3BswPQn2j0Vz5hlXHwb2ED5rWFhYoigGHB6OmdY1LvqL51kSJl9mko75Y23BUPtcz5/zvI/x/PHNs/Ynz//4ybT/Bq8aL2yokCksMS07/JzS3sn9mW+nLVDug49/g59w3xUihENb7/V28SNihbMPvP8DLC4shqJH4YBnLKuSofqbVvT7PfI2892DNYF9tX7mduJFm9nhO8Z1DoshBOxsb3P96jWkEDz5xBPs7e7y2OOPxypcM3JkfnEjJWxsbNIr+uzubLO9dZf+oM/CoE9Zj9lY7nFmKeWJx86wujoEIXAxWtJyuPO3r1vAeD8rIdwdbADvLcCZ32Y+yTU4U6jOHSCql+75me/njtY3PwCFPMt58qmnqJqaV159NfgIv10//gGb48Q98p7trS227tzFe0+WZjz33HOdU0nXXwn9Pk2z0/r+b/CTHnN9qEwnvOgSCOPtRETmNAosYxVQ31VoVHNjRReZhshAK+qqxtpAmlVNEyWKUJZTDg72Kcsph4f7vP7ay7z6yne5efMm+3t7jPb32dvZRiKpyiNe/s43aap6bkEuQSqECu4RKkmDu5azUVoUiAohghOKlBnoFFSCkAkiAlwVF46xwCJSQpLoWIglIUlShNKgAhhOkgyt02BVR+thH557paMbBsHfWQqFtTMXpZAPMp+iGYCrjHZogiAJ9W4WeWmvZctyy/k5MC6Cw32IYJV2cdzex/B/54JVYuhrMmLniN/cbCEn2msm5vYX2fJWQiGitK89FqVCIt6D2ttKKbz3fyyEePjEa//P3J9/Bnwu/v4Z4F967yvgshDiDeBvAl978HcE+xxrHWZeVxwHQWNMALM2VrwjJNXZKLewIjBNbXnE8N+sTDQ+WLPFaS8kGPkAlIX3wabFRpsxEf2NnaexYX0ulaMoHAfbR5TjMboB40GPxhxNJ1zIUi5eOMuVM+vUpuHsubOsr6+xuLSA9aCSKVleYF1wzghlExXWWarJhOl4QpKHbOusyBBKY61DaDAYmkYGE3AUK/0FnKkZ4/E6+BCXYwvKYjKHr3wExQ0Yi3AW7xJqC71eH+MajkyJUBolE2ocWkiSTCP2DkmVJBkUZEWPLO1R743Yu3YbRY5YSDGjisX1dZqyYry7i5l4/uR3/j9QGnp9ehtrVL5C6TBZJFajsoxzS0MuN1OclDQLCyz0hiytpQxXz1B//buMrWH78CbDpRTjLbrS9EXBXpFhqwZZppj9A0Su8YM+2XrBslymt7zMlt2h9+TDHF6//K733TCpH3/I7scktn/Pg8m2j54ETPPvn7aveXZ0/v1j4eET7fjnw7My/7dvQ8nx73bwaas+tVu1r8WZaDbBR1BLDBnf7xgdApEWbJ4bcLi/hxSSfh60ZhiPtaEyZZjT2pBnW9I9XnTiICpmOmQhwpzo20Fcq7ljmruGYrYwECKGt4UHbNSMzApKdGWyj53D7BhO3rPT/p4tgubfC+/PLCWPt3dr3AUCaJhz/vAe+ivL/L3/8lfRqQ4RNRnRKzOWM8s0XoAQwc7J++P33OCJd6ArnIAPJZgCmBR479ja2qLf73Hnzh22tnb4wIsv8pnPfIabN29y4/p1Ns+cCSxQm+A3FwXIewmPPXQRmSZ869vfpawNL509B96ysTzgxWcfYW19ZW7xE50z/KzvduCF+bsangc597y69tyiHlNERkyIWMKZWV9RQs78zR9wDwJ885gT7iRSKTKl+MRPf4J/+7u/S6/X4/z58+R5HmDKiefqB2ntVnIOXJRliZaSrTt3wFo+9IEX8UJQ1RVVXc0sRwHjbNBmR8nFfHt3xlxPlqoILGWY76PlZKKCvjXRGlIdMEEco5ummeUcCLqiHe34Ya1lMBwyrRsSHTyDfWTzcS7kYRhLMz5EppojO8W6wHw2ZcnR4R5vvvxtbHPI3sEu3jhcPcW7GClUCpTCKh3tAh2SkAvV3XwRC+SgAupFIbRCRT9tYw1CCTBuRmCo+NmWeSYuXJI0yqVmeKp1nGnBdGtx2SY+B0lQ9DNmFq2bzSuKJMm762VqC9YGINmOD3JGmrSLxvlxoU2mnU/WbRfLxprAJjtHkiQYd3zhOtenjhEiSrauMZ6mCRIMrZLuOW1nJSVVV+76Qe3HoTH+b4B/FX8/T+j4bbsRX3tg8z4YUrfi9pl8IkopXKTN4wqvBcWuBc7YY4McwiOlR7pZAoWVHhO/S9hWQxlWzBiDsi6GqQKj3DiHi5O4VhKvE/bKCeNyinKCYaLIqajsEYn0XDizxkMPX8B5z+rqCoOlJbJewaSs8VJSN47JZEpT13gTS/VKR1NWTEcjsiLHA9ZZ0kxR9AcMFvoMeylaekaHo7CqRZAKTW5TTOmpxhN8VZP0CkxiwArSLMEngpoEKsBM0A2M1A7FoA86oZ4Y5O4EVeQ0iWZl+4jD7QOOqobB6grLvSX0YcW11y9D47HrKYm2qEKi+qEGu3aeBZlytxggVY04m2GWUtKJI5MWrSWZyhgWmuXFPhOXUzrFmeEqS8s9GipMT/Kx8x/jj7/8F7xx9wbJUsb2lQkXs4ssq0Wq3HI99yBqaKbh3t3eYl9qxskBfbHD8pk19Pty+H/f/b57WjvJUs7/e/Jz7aRqjHng9idlAyffu99xwOmMamhuHgkHic78YXYzqIwf890s7+Og6YmhcWJlKCfAi1kVrzn92qwFEDUpKxLvUIni9u3b9Pt9ekUP7wV13YTFcpQNaaUI+VJuhjREW3nNoFpmSM5YLS9EwLti7lrJ+LuI8w6ESFM8t3nPUhf1arPrEeUcp17t082xjp+3h+jxGw4hLMx/SJ3mj9x3XfRJ1Vp3/UAgGA4W+PR/9rfReRbBkMcxY1taYJYqReU9wgXaYb4YBtBNfjb8EfoF4IRAEu6xSjR/8KU/4Jknn+LJJ5/m+fe9D1xgtM6ePcNv/ub/yac+9Sk2NjZQScjab4seJEox7A1IVY2UDU8+dhHrQLkJRQIf/+kPhHAyMy1659ntTxSXae9Tx175oLdut6N9O3BosUYvSZ52YfkgHQqMOdp3QPJkm1+athFMT9Qu+xl727Js//kv/zK/8c/+GR/+8Id54oknyB7gcfyg1gH17rkInv1lVXLj+nXW19Z49plnOvDkgSLNmHgfPG3jc2Hj85xl2TsqvHOi/ehjroemmpKkaWDwTUzIFwKZSPIsC1JJ6yOQS1BKd/kUIUFSowlAWgkZWEhjWVpdZXLnDhJBX2tsWeFiny5NyaSsyLMBea+H8x4lQgKaE2CxHO7fjH6/BamWWFfjfavhD2OTdR6lMvr9ReryiMaUEaeE6G6W9gPp7RWIAESTNAXhUdYgBNRHk1hu3GGtRzgPBBnTYHGRqrE440nyWGhEhmJLyQnnlNZzu8VJwa6v6awEW6vMrgiIVEihqW2oMVH0hnjXUJVTnHMURS/YQLaLxTkSKPgZh6EAQgTxWOQxPhjOBs9xG+UOJoL3NifitDkxkBmKJJXUdYMUs+qA7TMbJLqm28+D2o8EjIUQ/yNggH/xQ2z7D4F/CNAfLMbsxaCx6jQ5ztGYugs1udYpIt7E2lmUD0ywECLoVFwMe7bg1ghqEVVl0eLNdkzY7AKJ2LmD9CIMoODwTuBdydgMKKXEqYS0J0iWE+hJbu/fYftgh/WVMzz25OOU05LlhSHLS0ugFaOyZDwd0WDRKiMTito11LbC2IZeshSSAuoGmSbkaULtQuWYVHryTJNKjxoWjEaK/aqh3J0w2j/EGkfeX2Bt/Ry213CHEV446tEYRiVYG0owFwJhdjBLivGNMbJXkKChEhjjSMYjdopddJ6wvLzGeOuAih5Zf4hxAhSsPnOOiTQ8/r4XuD2eMpqO0LZhahOSxGCURT20SjkdsegLpJco6Vkc9pGJQiSeBTWkun1AfVRTZookF/TSHtfG2zz+wef4zne+jcs0pud5a/c66tbrHI6PEL/wFLLZxt6uyFbP0/g97GSMNVOqrMeBk1z7ztX3pO9ubG6eyt6c9vdp4f+2tZPr/EN/v3DpydX4/GvwYDB+b5s/pvt9p6NjaTvWM4QpZzxyC6rjYDhHP98zEHnbgdBcJXgEy0urlOWEq9eusriwxNmzFzg8OMQ3DVqGCklCtozvfDlrH/Y3d76R7EWI2fF2YMS3vgLBTaF9s67qrqjCaXrmeZa3bd099nN/t7v0x+9FfDF8WLTH4dCJ+oFx8Y+r7+ZpSlEUlFUVy9GqLifjmSeeREXM7r1H6RCGbhnUNkk5jTIZqVRXJa9lk5IWSNlwv72nC2dX05L/65//c37uU7/A3/3sZ8nT4OgT2FwXLa0kn/70p7l58yZZlrGyshJ8hzt2TZCnKZ/46ZdI8wy8xzQG4S1SSKrGdpGrefYLITqJnYrn04HGGKbVOoRlvTjxPPg2Gjlj2NtENRn7pTGWyjTkSXrqvW0jMRawLkY3EIhYcc1GiZ+aG0N+7dd+jd/8zd/k9u3b/NwnP3lfi8F31NqFY6D4+eIXv8jf+du/RK/fP7ZQ7hZASUJZVdimQWtNkiTkScrxiNPbtx9Xv02yQfBH9wH4Ci1DHQIhQh6RtWiVkKVZiLwSNLOWUDhjNJngjGFxYYH9vd0oSZDcvnOb3f1twNOYEanKQyheqJDA5RwqCRpelCRRirJRYGvs5JD9t75PohWIUIrcCUE5CVEsJcC66PzuPFoajuoK0gFe96CegJmghKapm/C8eRHzphqECZURi6wfzm+Q0jRTQHSyCiE8UkE5GYFMsNLjfIhkaJ2iVdKRMB7b6a2bpjnG7DrnKMuym1NagKyUxDoTqySabnxVSYaQIbmxNoHpncnE/DGAbGJlRQgJlOFeqY4IDQtv2bHZjtn283NjV6WPkHjpfCBQlddBPuPDnARx0SpDgZEkSWiahsFg8MD+9kMDYyHEfw38EvBJPxv9bwIX5z52Ib52T/Pe/1PgnwKsbpzzdV0jBZ2cYr6ks/ehZLTzPuqJZ9phvO0umhMWJ1275A4MrPdYZzst2fz83E6ALoYSW8baWE8dWRCk5ehoB5HAQA85UiW2qijHFUe9ksuj22zeuMywP+DC6grGe7K8IMlSJnVD1Xj2Do7Y3z0E78mKHC1CVRpHYD2KoqAo8qA7wiPKkmpacevuNuV0xNrSIEwqhHBQ5Qx6uMjiwippLmjMiEM9wR+OkGkO1uMbH4yYfYI3YMYVSZZj9htcJXBSBaNw2aNREnGnYioMpR5z8ZnHWT67hrU1l154mkcunee636Y+mvDq9h2UVkjZ0LgJdW1JthuWnruAyXMmr+yTnJEUCylOCsZULCcDdG/I4sIid1/fYnExpRkoam85qxOWWUQua75bnUEIS4qn7oNPStxRiegPkMaiFyfoNw6pex6/uAQ51H4MW9fRuaR+D/ruU089/U7QZ/u93b8nweL9gHX78J+snnfaNvfbV7vdg94/+bmTIPtkOyWE2v7SaTBlBPvzRU9aWYSPbHNjDVIp6jqUH97Y3MQ7z5Urb7K9vcsv/PwvcuPmDUajQ6QIpUkR/p7jbH9v8wkgJql6H6VLD/ZibkHxD6XdFO1xzAHpVi7Q2nRF+YX3Dq00WVGQ5iEkube/986/6sfYdxeHfd9E1qatTPXIo4/zD371V1kYDGjqugvVqiTpgG+rGXTWkQFGqxBt8/7YZGqdmYV7hWQ0GvPGG2/w6ssv89LHPs7nf+VX6PV7QGCR5vNh2n2dP38e7z1lWTKdThkOhwF0x4x4ay1JmlIbG+6DUnjXFhcJGfpt5bl2QoXAnrYgWYgAVrpEwAiCBAHReB9Le4tWIhQie2G7sL9er9d58NdNjVOEUHZ76+fvAQSrzgholJxZEsroEmBcmO8ksz7++c9/nq985Sv81m/9Fr/6+c+/sw5zn+asZf/wkNdee43P/fJnyVpXh1NaVdcgBGmaHs+POOXc7td+nP22WFj3bYRNiKjRF4I0SWi8J01CUmCe99A6JArqRDOdTplMJjTlFOc929MS42qcM4BgOOgjRNDx9vJeWEC5cKYOMAiK/iIIj04TpBAkrqE62qUZ3cETo9hCYKqStOixdvYS9cEWo/07IERw0pAKS5CyKNvghEL2lsiyMyAMrjrCVlOEsyRKgGvwViJUijGWvCiYHpX0B0tYZ1ACvDHUdYVzplvkWW8oS4dWKVoJvLXBpjVJyPIEZz3Gmq7yn7WWuq67Z6uVWLQ4rIu+G4OMFR4D+BV4JEJqtBIBoMf9zZebbiMRHaaLjiFN03Tjj/NBFlNVVTgJNdPut4vs+TGmtRVsmqar2qj0TC4TYzFIGQtARU25sQ8e538oYCyE+BTwPwCf8N7PF0v/t8BvCSH+F+Ac8ATwH95uf+3KwtiZhMLEpDriCtDFf9vkurBCDCdufIg/CRFeC9W1AjC0LnQQJQRIEUMPDuEFWgWtmDdQOwOElbpBhNKQQtIvJOOxQZsqFP/wCapqkM5Q51MOS8+r4ioqLXj83CMMewPyLENojagNTWM4GpdM7+7hZQg1uE5DnKLSHKKFXKIVorFkiUZqcN5yMK6ojWMhV2Rpj82z50jygnE9oZEV1hrKakQpHNoZsKG6FC6G5pVBDIfo8ZjmsEQZg2/A93Ns1GDJugo+gg58lVIq2LMlwlvy8z1s37AgFrhycBiqXR0cwVFFgkapFLep2b+UoA8OEXsl1bJAWYFCYYRlpzxidX8BMTAcXr3Ka48us9E/R16WXN/a4dJwGalzPnnxPN/aH+GbkomvmW4solc3aJzGojBLQ+qb3yP1FtnTmJ7EaSjtAWSnazV/0n037vMH/syDPI3n9VjzTPBp+zmNKT7ts+3i8e2ONbwfpBGtTv8k6Lvn+KXopAjeO/AxeaNpiPK6e4p3eCGC/EH4mVxBCCpjsNaQZAkPXbrA9RvX+e0v/Cv+0T/679nd3eXo6KgL0Z927PO+xy2YsXLGec+z8u3xtAP2O20nPxukG02neW7PRQqQxHN2noXFBfb39vjTr/4Jg16PT3ziE2zv7LC0uHTvl5z+vT/ecdcFtkinCc47VlfXeOrJpwGomiawqSpM4t5aFMd9paUQkCTI6OoTT7tLsGEuj+orX/kKVVXz2GOP8Yv/6acY9Ichz4IYXFBB3h0ma9tNet57zp3Z5Pf+4PfZPHOGD774QRKlQ1nlqDf21qL8LIrghe9Cx3UE9/MT6jwQDsVOXYhKtDKGcHah//voV0x4wwpimesQqlc+6fSQLYgwxuDqhlpXZEnaSfRg1ueElChBlwzm4zMWLm04NmMNWswq6SmleOmll7h8+TJf+MIX+NznPscP0tpz3dnZ4ebNm5w/f573v//90UuWY2zxfOvlBdO66kDODBi/s2fmx91vhRDICMqEVGFhQfSklposy6KUyjKtphwclDR1gxAB5KdJBs5hnUcqgUrSIAVDgQQlUzzBl1oojdRJjCqIUPY7ych6Cxzt3mG88xbTw9uYchRkmLHPa5EgrUBJRdYb0pgJk+oAicL5nFTHCqAisMk4i6kb0mJA0h8wtjtoJXFEaSgG00zDuCIFRZpE0g98TNbTqaKugsRCCoVxPiTCulASXamQx6ESjzGhTHWRZxjXhIWgUqRZhrM2jAtRi+ucQ2sVF5mB4a3rGtuOnVFs5Vrqmtm81D57zs2kS63DhYiSFudmCZ1KSETUKDdNgyZawFmLdR6hZHdcLVA2UR4RCvrEaJz3+NqQ5IqWNQ5jQPRZfhv+422BsRDi/wZ+BlgTQtwA/idCVmkGfDk+JH/mvf9vvfffFUL8a+B7hJDJf+fb+p9v05ybVbprpRLOO5j7fbZqsSGbPV4EpAzJOtFSx9FJwKLMIvoXO9H5I4PovFadi4MdjsZF1wovUO0gM7AAACAASURBVFpw/tIqdw6uMLp9GDphZvBS43VBkhWYcszNm2/FgVXw6PmHWMuDc4TWCVmaIoUkEcE7U3qB1QlSC1SSk+Q5WZoxGo3Y3d3HWU/SS8kHGf08RychjDy1DeNpSWXKUBbb1njnKIWkND2EOQjhotKAsXHiEPh+gh9KzOIa6vYYkQv8MEEMCpKih3Keahe8mYLP0UWOTBVKgq0ch66m1+uz5SeoJEUqCUmCkxp75LCVgQ+u0dc51ZU7YA2jumE6gSzRJEWKqS3fuPJ9it55aufpCcFIeHaqKc3ODv004WKWkOuUxdSzZz12UjHQksFqyrXbt/FNDa5BGoE+v4yzJd7W+DTDFxkuE8Bx5u3d6rvvtH+fZHpPA2P3k2Dcj1E+qbdq2/00zW//fTIAWx+yfeOrII7blc0nVDTHQH6b6BDkDMyB0HbbGbsMiCBh8hGVeNGWgA7P9mQy4aMf/QhbW1t89atf5f3vfz9ra2vs7e11YOftz2l2HKe1mf5N3nPd7pfEeOp+mGOI545loT/kD//wD/nEJz5Bmqa8/4UX0FJSTSZkUct3yjm8K313Psx5/tx5PvDiBzqApKI8ou1/89Xt4kw2W8AB7bpAxHyQ2tT8yR//MesbGzzyyCMMBkN6/QKdSHBx8dWOwb6Vrc1kRRAAaZYk/NRLP8X1mzd47bXXePbpZ7p7dhLMta9b73n11Vd59tlnuv46k760mmNxLGmoleQJIUIOS5RaxDvSnV/IfufYM3ByIWuMYTKZ4HJHa0cnok5SSomO2me67++emmixaUja7H5mDHqe5zzy8MMUWcaXv/xlfvZnf/aeIjYPam+88Qaj0YhHH32UwWDQ6U3vB4pbmUmepF2xBuFC4ph4j/qtBypjSLRGSoGJQE4IQb+fcnfrNsvLy0ynE5yp4/0OUoRBXtDYNtnUI3XbxwXCh0Q6KRTegkozHDJIIJQmSRNUktMvehwd7rD71suM997COxucmDKFdB5rPBCAZF1brJUYCqpmAsqSpBZ8QqLTENWSIJRASEtTjUn6fZaWVylrixQWZ8vgLIUlzXqYpgLRhOgwgYGWSqFlRp4XlKMjUEFWmigVxlVnsCLI24ypaExFmgSZiRc+eByLoI04SRS0z2NgZIP2vmV+W9YXiH7BvnMFa/czr2Fu57NWNuGdQ0ZGV4hgeqCSpNseZrkKSgWc14J2KeWxaFDnVBP3q5RC+jBvOReePyGDDOTtYh3vxJXiH5zy8v/+gM//E+CfvN1+T2zT2bVZF72JnQ0rNlo3Cn8MGPuoU3TegFBhZdW5UhAGbeFDeWcbBl8hxJy+0MUMdkfLqrdWqjZatCWpZLieoVJN2WtQdYVUHl0UpMMFXJGxW07Q3qCP9klvXqOX5+R5zmKSoLSg18tYWBiymybYugrHJyRChJVokmekaUpVVRzuHdLUhryfgx+QJ5KslyFlSm3pVpBegpWC0nkoQXuFEQJvBUzqQA0kOrAwSWChTb9BrQ9wrkEUkqzISdOMqqnxxkDq6OULFJurJIOMXCe4RjCppxRo9nb2sVmKVZ714YByXLKfThGpRmYZ51dW+H59BbKgpXJ1CAU2WtLUhkZ4pgcTfJoycQ7pHG7aML27z80k59ziGjL1DIRka3dMbab4XoIup+S1pbp1hFgIjH+jXFyhSshz5GKGF/k9ocB3o+/OwugnQB/3srkdW9qFTe+VIzxIwjCb2EVc9M2yhX8oCcCxFl0DEBHREsFxO4BEsOLjM9bO6fjj+iREN8cGm5xTqqDFSA+xyEIrO2iBccv8EZNnV5bXGI+mLC2uIoXm8ptXuXP3Dh/60AeZTI+6KNNpTK4QQYOnfIt/ZARikTEUopNanLx/ACclpm/XEhWsum69dYtr16/x0Y98FGMazp07Gwdkgue5ENRzCZcn27vTdwUSRaJTXvzgi3z4Ix+hP+xTNQYBGO9JRPDmDRZIAbgJZLgw7QTXgs7Y3513vPbqq/QWBpw/d57lpVWWl5dJ0jS6AxmkijeY9tkQx9Yu7UTXsv7r62s0TcPk6AhjQtKeZZbyOHNNiXZwzrOyuhIdNGT0Uo1dPP6ve97m+uisj7s4dbogSVMzllQKGe3qFF5wjGGjm0v8DLDFRFTVXsu5BefcaBGOyQUyKFW6W8ydlE8VRcH58+ep65o/+qM/4ud//uffNgnu1q1bLCwssLK0xOJwyOLCwqwwUfzMfP8/NnYRxqokMnUtsLnPovEn328j6RWSHUNoH+/QOsXWNcI5qskEa5oOBGkZE0yl7HyDrQ3sYZtuqZRCCUFjw2ImEwHYCalRSYbOiyi5aqDZozq6izVTpExjdEQT8lhdzFEKiWRSafLeAuCpjrajC5YLXsNOznqB92gpME2NVClCSKTUJErjtQkFL5xHpxLbVLhGgkxjcl1I+EiTDJM6khQODg9QPjyfRPJPKkldNSFZFoVWOgz5LmqVpcZ5i2j7RpfvNW/VN5MozffN1g6tmWOHw3VtF6URACuBUBLbtHKYuH2b5O19Jy8yc5Ee7z3eumCh5wKYd3F8b3GdECIshESwbXMxIVHIsOBsI4c/sl3bu9E8fsbe+lYqET3+oCvK4V0wI7c+fj5uh7ex4km7vzjACT8L9/iwn27O9+B98GcMZkPQOB9MpwkhrqKXIXKPSzXmXIIqFblQ5EUflWVMnWGiNcIbDqcT9g9HvHXrNv28R5rmpHmfXq9gaW2ZbHGB6mA/hAMiKFaJRmqNShTKSKwx1NNp0A0lgqLQ9HoJWZ6hnKDJE8o6Ia0SpGvwtUVOPX4yhsxha4s3FpkovIq2RmkAxtJZ/DDHeUmap/SynFQnoCBdW2aclAjVIz+3QtYLRuIeiUSTKc20nOJ6GZlKSKY1dWMgkahC40VCISW+NrjcgXH4iiDUR+L6KWJzGAYcJamsQezto7f3sZOG7fGU3crSzwRZkrIoc0phmTqLr0pSJxFbY5rdBqcdJhanJUkRRQH9jEUW2X+3O+4P0B4EeOfbaUB3ftswMQUrmnly5Z3IJB78xWHgOk1o2A5qQfIg5hi3+P7b7PpeKUgAH97PJVLNPbzeB5cAEY/H+6DJPLN5Fms8h4djnA0T4+3bt7l06RJlWXah3pOt5eZaoO7i4NmCeA/3vXbiPvdr/h61SR3Xr19nc3MzhHldW4THUTYNDz300DHbI3tsvz/qouaHa0KAtZ5LZ8/z/Asf4MKlhzFxkSC1xlgXClRE71LhZ5Z84ToSDP4Jk9r+wQGjw1FwFgGUEjz++OOkOmg+LQEAC2RwB4mevTAXlj+50GxZWGB1ZYU0Sdjb3WXz/LnglEFkNdUsIVAIQAo2NzeOFdGIuwdBV9nuNMa5/ZyIIgghopVgPMq2IEgLLJ2zWAPChWx6HyOd3oNrDCpNEGqWvChPjgWdDCXsX0X5RMuw3dM3RXCEeOyxx7h69Srf/OY3efbZZ4OV2ylRoytXrnRAZW1t7Rigfac9L6wpZ/62rXPUe9N8kPlEVh8fFjHeWaq6Ik2S4FwCCBGcRZwQeKkwPuhdrYlV1bxAipBYBkDrDCKD1lxqHdjgNCdJMzINu7dvMN65QlOXSJkidRbJOY+OCzChAksrRCi80SYL1pODCNYlsVpOeJ5aUkKogH/MFJAInaOSBKkTPAZrm5C0ZiSmaUgyFZLsnQMhIUlJ8hwhQaYlof9GmVCgwwGOsb1CgLACJ2PUbC5KMfNhDktiMVfs6VT/+PjvLJGvnZcCKJZKI3VcBNo5Bjk6AwXZhOn23UU04vGIcFU6fbsS8xGs2bGEBY3E2rDglu3C250eBTzZ/noA4xa0WhvYYBf/bSvFeNf97fysDhWIkFnu4oqmm7xboBDDACKEf4xrHSxmdkzOh5WWA0yc+D2eJNUsLQ4pG0PdGNxKD7vSJy96JI2nGpdMqilSWagMzWhClTveunWHPCvo9RfZSPv084KV9RWWNjY4sJayrJE6JcszkkRBolFZQuosOlWII4tpLNOpZlrmDOseahhWrWmqGPR6lFVFaqaYylFWhun+DjJPcMbiE4WWHtEILAqXKlwTbFKMr/AqQach5JJrhU412WMLlOYAc+ipMhgKgTeGyhkSnVFridMSqRUDlTG+eZvJ3h4yTdC9nEp4tt+8hRtNsFpDWYUJy4vgxLG2RrU4oKkr/KDAec/kxm3EtS20ESSDHlcORywu5aAlZ85uUt69y1G5h9GGjASlDc3VA0RGCD3JBJFmiKLAJZphpd4bYOyPg93TWMv59k5kFKeB3A5QWYtzIbHHu9Yb1p8+gT7osE8cl/cuMFlSzGkHZ8d6GhPeObq0IGd+qxMTdBetmT/Gkwx6ZG9pmatYinR+H2VZsra2xtlzZ9nb2+Pq1as8/cwzVFWFau182n2eAOTz174zo28/4sP3d0Uo2s/643pqGcFUGzbc39/n7Jkz9Pt9tre3WVpaQgjB0tISS0tLTCaTLnzefvc99+C9wcWAwDrLM889z/LqGsaEELNQEpXoUOFKiGiS35IJnXkbXoRCC1vb20gp2f7/2XvzaE2Sq7DzdyMiM7/ve0utra1bK0ICLYgdHwRCHARIAkY2BgYJQ3uAEfYZ2RyGYQB7YMBgj+3xGQ8cs84ZEOKIfRkJjwdkY0AGYQE2EurWgha66X2v5S1fZkbEnT8i8nv5Xr33qqq7qt5S8Tsnq96XS2RE5M2IG/feiHzkUR599FGe+fRn8Cmf+ikETe5tjXEx8DIiW+noMEjK/dpged5tUAhM8ud6H37oIUxdcfqWWzDG5o7awBDPnRnWFt7rXdv5vm29d8M9kxtWTI6Dz2v/jV8dZ0zqV7ynl7AVshGB3EvZusYZt1hyKqW9pYCP5d8am0L0R4rHXjjn+PIv/3Le9ra3cfLkSW699VaaplmUqW1bvPfcddddfM7nfA7T6XTfNC8dwF7K2LNyYIqxghVN4QWjtqidz7PlOE0M67ym+On8XktedUfIMedYULlkkllVNeljHM5hqzotl1bVVAJxfoEH77qTc48/QD2dUbkZ1tUgkifxpQUE0kSymL8M59KKI7bDVkv07Xlcs5TDOmURk58+4ZxWc4qhI8aeIDYp6CbFQIuFEA3GzYhdhwF814KmAboPDtc0tPOOpaUTKexC03cfjESqyqVQnfxl4BSDn561F0MKkcmDh9zuWWPzV+q2Qq9CjvEf3u9BhsNCkR7a9khaMGQow1Z/Yp1Lhs+w9ZXi5HXRhauuaSbbYpQHuVxMoh3mD5jRSk15LefBIylCOm6yJ1K291e7cSgUYzTPUNStTzqP1xAN+et0w/IdgztsEW+cR9bDpAgYXHFp8WyVwf2bA+5NHjVkRcMam2yQOchbgWZacebpyzxy4VH4+ANwoaZ/yfPhxAoX7nmEi/c/StVU+PXznLQrRAIXN55gLcBkdYmzF57JqZNncJOasytLnLrlLOcfv0gtc+ppw/LKEkuzKcGmB3rRe+ppxdqFNHku+pa+7Wi7jr7vqStHJYbKWGwtmFbR0HFh7eE0Or04T2EFSxXh4U0432OmFXJ6Qm8qQlVl96Wnb1vETVmuKzYl0s3SrNdVu8y5xx7ljKziKotxSmMta+rRmKxiElrm5+b48z32WcuYZzwNe9e93Puhh5OFulNwPeosbjblxC0nOfXi5/GYszzhI9KsEv0m8sAm+uBFaq146W0v4E8eu4+7H72IdB0vX17BbKwjj66ht8ywU8MTty4j6xXhwuPIxTmcXcKcmGFNTbjYc+8HP3JAwnt92E0xVtXFjOEYPaJj9+nVdVI7FbT0CZysHJPjjEfHx53gYlA5xA0bv1gk1ehgXZKFNwZNk41knE8FJH0hTUVwxqQJUekGe1rWh469a9NX8174whfyyKOP8PD9D/Cc225DraXPM8Mjiom6TQEal2Gh/g/x36NBztCAI1sxdsYowfs0oaaZsLkx58477uDE6ipRlRe96EUAi3jHnXHVuw2KnnoIzFNj9eQJnveC53Pm9Bmss6QCp/V4m2FJrCxmaQ1gBQKooZvPqZeX+YN3/yequuZTXvQiPvuzPiu7qWOyfoU0KEciRpPlKhrQkCbabVMUswF3UBSGekyWY0CE1ROr3BqexX/8gz/gda9/HWZWEyT3EWx3y8JW/Y5jHLetX7wjdCD9ToMqUZvdr8MHX9J+RRYxkDHdjOBT+Enypmyt4Tq8NcOn1XXk9tU8DFsomykjez6rLZWdhUIIcPvtt/Nbv/VbOOcWq3isr6/zyCOPsLGxwate9ao9V2UZpxm5tN0ZnzMMD3fW7Q0nj51iVKxNlmMNHmfTF9BS3lIYjh0UzsjWaiZqWZo1C4vo4Gmq6iopjChN0yBGcE1NVdUYEVq/yRP33c2FJ+6nahqqaooYiwxfcZMhnlZwLn3WOZpIG+ZUdsry6ioSO84/fCGFGfYtRiqccQsPhMthB2pNXnwgYMXjbI0YSwwWUckrQ7m8+kub2+5I281ZqRucEVxVYUTzSlup4qazGWvnL2AkmwBjxOeVN9Kgr2MymSzCJOpqslCS+zxwsOP1vXO4w9C+jSe6DnUiAs6N1iH2eR6YGBzJcz9Yr50bVsRw2/qdwXI9eFKGlSiG1S6Q9DXLGBWJ6V0zCOpyKImQlP4syZcT3UOhGCupM0H6tFRbjhUOMRA0LBqQ1JClZXQMMX9OMblVhpUqhgZucIEmyxG06vMkoeFTkCmeGUkLc0Ma+YgIlsBkCVZunXHPh3viVKBxVI/DhfMPIfOO2s3oASMNMzej1U26Stj08MS85+LGOhvzdZZsRV0ZVlamzGZLbIrFWqESoTGCThpiUHRSI5MGJo6wnpThtu9pO4+PSi1gTEXlLFYsqCUGSXrGqsV4xSyfIDz8OKozWILoWqKr0mLzm4o7u0Q0hu7COmvhCaYSUdegM0P/0BobzzzN8olV+vkm/VrLZh9R0/GJjzwI/QZtu8wza0vbOTY7Q72+yan77uO+j90PSxVydhl97CLMA9rAiVOrvPxTXsQ5W3OunXMiCOGZT2dj7WG6e0DF0hvHvXd8HL+anpedGO5cv8AtZ5a51dQ8fG5OVze88OyMi26dxz/UoJXBnlmmPrlCHR0q62zGyNqBSO929gqZuBpr7m7nXmLpuUZ90lgx2J6JpKAMx8frRo7zuZhwli8XJa0JPnxxarAqjKzau4Y7SLbUmpE3Z8f37Ldb+FKnZ1zN5uYmJ06ezN4hyZNxFTSicXsc227spTTsjAlfWV7mHe94B7fddhsve/mnYSYNr3z1FxG9Z3M+XygYl1rjt9IZP8enFPpyDaiqin/wP34HSyurhJwVa9Ps7qHz8d4zXtLNmtTxxwBvf/vbeelLX8oXf/EXs7y8nJ7hEM6Q7zF0bgsfX7Y+Z00TGIwUWXnV9NGFcV0NA5R8MitnTvPlX/qlPPbgQyw/d4ZYk5S2HV6TYZWQ3RTi/QYpIoDxuRwjC3JWpDVGyEtbDd6AbRMGzdZn4IdZ8957zEi+VdMSdEuT6TYX8JPl9a9/Pe95z3tYW1tDRHjve9/LG9/4xoUF+VrK2rguDwIhyW5aoUbyp8ndor4hrUYymUxIXuX0TF1WtkAvsUCqpjWwh1hyYwxipxhT48TgtMdvPsq5Rz8GAs42GCxC+oJsWros0vu0zNgwcDLWUld1eqdUmKycZWP9IpNJTezmuR1LCrWxlrSIqwMcS9MJ8/kaUQM+zjFSYUxFem/soj0dlPhhZZSu2wQxiLU4O8v1ksJTjauYLM1YW7uYFN+6Xlh5h7ob4uUHD11d11sKKNu/FAgsQniGfZPJZJsFfrDuJoNnekecc8naDVTNhLqaEMMwoTYsFHPL1vs1DGKMMYt1lrfNE8hNilHBCRAVY9OgNWcccSYrxfu/D3LQFgsAEXkEWAcePei8XGfOcrzLeNDle66q3nIjbygiF4HjZa6+lIN+rjeCgyzjDZdbKLJ7jLipZLfoC8eKQym7h0IxBhCRP1PVzz7ofFxPjnsZj3v5duNmKHMp4/HkZihzKePx5GYocynjwXFw/pBCoVAoFAqFQuEQURTjQqFQKBQKhUKBw6UY//RBZ+AGcNzLeNzLtxs3Q5lLGY8nN0OZSxmPJzdDmUsZD4hDE2NcKBQKhUKhUCgcJIfJYlwoFAqFQqFQKBwYB64Yi8hrReQjIvIxEfmeg87PtUJE7hKRD4jI+0Tkz/K+0yLy70Xko/n/Uwedz6tBRH5GRB4WkTtG+3YtkyR+ND/XvxCRzzy4nF8fiuweHYrsbuc4yu5xlFsosjvmOMotHE/ZPcpye6CKsaTP1PwY8DrgJcAbReQlB5mna8wXq+qnj5Yj+R7gd1X1k4Hfzb+PEm8FXrtj315leh3wyXl7M/ATNyiPN4Qiu0V2jyrHXHaPm9xCkV3g2MstHD/ZfStHVG4P2mL8ucDHVPUTqtoBvwS84YDzdD15A/Bz+e+fA/7mAeblqlHVdwOP79i9V5neALxNE/8ZOCkiz7wxOb0hFNk9QhTZ3cbNJLtHWm6hyO6Im0lu4YjL7lGW24NWjG8F7hn9vjfvOw4o8C4R+S8i8ua87+mq+kD++0Hg6QeTtWvKXmU6zs8Wjnf5iuwe32cLx7d8N4vcws0pu8e5bDeL7B4JuXUHdeObgC9Q1ftE5GnAvxeRD48PqqqKyLFaEuQ4lukmpchu4Shy08ktHN9y3WTcdLJ7mMt00Bbj+4Bnj37flvcdeVT1vvz/w8BvktxADw3ugfz/wweXw2vGXmU6ts82c2zLV2T3+D7bzLEs300kt3Bzyu6xLdtNJLtHQm4PWjH+U+CTReT5IlIDXw+884Dz9JQRkSURWRn+Br4MuINUttvzabcD7ziYHF5T9irTO4FvyrNN/wZwfuRCOQ4U2T36FNk9JrJ7k8kt3Jyye+zkFm462T0acquqB7oBrwf+Evg48I8POj/XqEwvAN6ftzuHcgFnSDMxPwr8B+D0Qef1Ksv1i8ADQE+KAfqWvcoECGkG8ceBDwCffdD5vw71UWT3iGxFdi+pj2Mlu8dVbnMZiuxu1cWxkttcpmMpu0dZbsuX7wqFQqFQKBQKBQ4+lKJQKBQKhUKhUDgUFMW4UCgUCoVCoVCgKMaFQqFQKBQKhQJQFONCoVAoFAqFQgEoinGhUCgUCoVCoQAUxbhQKBQKhUKhUACKYlwoFAqFQqFQKABFMS4UCoVCoVAoFICiGBcKhUKhUCgUCkBRjAuFQqFQKBQKBaAoxoVCoVAoFAqFAlAU40KhUCgUCoVCASiKcaFQKBQKhUKhABTFuFAoFAqFQqFQAIpiXCgUCoVCoVAoAEUxLhQKhUKhUCgUgKIYFwqFQqFQKBQKQFGMC4VCoVAoFAoFoCjGhUKhUCgUCoUCUBTjQqFQKBQKhUIBKIpxoVAoFAqFQqEAFMW4UCgUCoVCoVAAimJcKBQKhUKhUCgARTEuFAqFQqFQKBSAohgXCoVCoVAoFApAUYwLhUKhUCgUCgWgKMaFQqFQKBQKhQJQFONCoVAoFAqFQgEoinGhUCgUCoVCoQAUxbhQKBQKhUKhUACKYlwoFAqFQqFQKABFMS4UCoVCoVAoFICiGBcKhUKhUCgUCkBRjAuFQqFQKBQKBaAoxoVCoVAoFAqFAlAU40KhUCgUCoVCASiKcaFQKBQKhUKhABTFuFAoFAqFQqFQAIpiXCgUCoVCoVAoAEUx3hcRuUtEXnMU7y8i3y8iOr5eRO4UkbXR5kXkt/ZJ400icreIrIvI/yMip59MXgo3nqMmuyJSi8iv5etURF694/j/t0N2OxH5wD7pfYmIfFhENkTk90TkuU+hOIUbyFGT3R3X7tbufp2IvCfL4u9fQRql3T2iHDXZFZHnZXkdt63fNzr+r0TkoyJyMben33SZ9I6F7BbF+DoiIvaA7vtJwNcCD4z3q+pLVXVZVZeBFeAe4Ff3SOOlwE8B3wg8HdgAfvx65rtweDgg2f1D4O8AD+48oKqvG2Q3y+972Ft2zwK/AXwfcBr4M+CXr1uuC4eKw9buAo8D/yfwz68gjdLu3sQclOwCJ0ft6w+N9q8DXwWcAG4HfkREPn+3BI6V7Kpq2XbZgJ8HIrAJrAH/c97/q6SO+zzwbuClo2veCvwE8O9IAvUa4DOBPwcu5mt/Gfjh0TVfCbwPOEfq7D9tv/tfYd5/G3g9cBfwmj3O+aKcp6U9jv8z4BdGvz8J6ICVg342ZTu+spuvvxd49T7HnwcE4Hl7HH8z8J7R76Wcl0856GdTtuMru5drd4FvBX7/MmmUdveIbkdRdnNbqoC7wjK+E/jOPY4dG9k98Awc5m23Bg74ZpK1tSFZAd43OvbWLPyvJFnjV4G7gW8HKuCrs6D8cD7/M4CHgc8DLGlEdhfQ7HP/vwDetE+evxZ4x17Xj877GeCt+6TzDuC7d+xbAz7roJ9L2Y6n7I7Ou5xi/P3so2AAPwL8xI59dwB/+6CfS9mOp+xeSbvLlSnGpd09wttRk122FOP7crv7s8DZPc6dkrwhr93j+LGR3RJKcZWo6s+o6kVVbYEfAF4hIidGp7xDVf9IVSPw6YADflRVe1X9DeBPRue+GfgpVX2vqgZV/TmgBf7GPvf/NFX9hd2OicgKadT27fuVQURmwNeQXsq9WCa9sGPOk17wwhHkMMvuVfJNFNm9qTjMsnul7e4VUmT3mHGYZRd4FPgc4LnAZ5Hk7O17nPuTwPuB39nj+LGR3aIYXwUiYkXkn4vIx0XkAml0BnB2dNo9o7+fBdyneei0y/HnAt8pIueGDXh2vu7J8APAz6vqXZc576tJcW9/sM85a6TR65hVknuncMQ4ArJ7RYjIFwDPAH5tn9OK7B4jjoDs/gBX1u5eCUV2jxGHXXZVdU1V/0xVvao+BLwF+LI82BuX438HXgZ83Y68jTk2slsU4/3ZKQBvAt5AigM6QXJDAMge1zwA3Coi4+PPHv19D/BPvSF7vgAAIABJREFUVfXkaJup6i/ucf/L8SXAPxSRB0XkwXyvXxGR795x3u3A2/YRcIA7gVcMP0TkBSRX0F9eZZ4KB8NRk90r5XbgN1R1bZ9zdsruEine7c7rlKfCteWoye6VtrtXQml3jzZHTXb3yv9CNxSRHwReB3yZql7Y59pjI7tFMd6fh4AXjH6vkNwWjwEzkvtsP/6YNEnoLSLiROQNwOeOjv9fwN8Tkc+TxJKIfMVotLbz/pfjS0ijuk/P2/3AtwE/NpwgIrcBXwz83GXSejvwVSLyhVmx+CckheTIjf5uUo6a7CIijYhM8s9aRCbjDkJEpsDXsX8YBcBvAi8Tkb+d0/t+4C9U9cNXk5/CgXHUZHffdjdbDSckF7nJcl3tkVZpd482R0p2czovFhEjImeAHyXFwZ/Px7+XpNy/RlUfu0xyx0d2DzrI+TBvpJHeX5Nmf/5PpBiad5BcA3eTYh0VeGE+/62MZo/mfZ9NmkG6Rpph+hvA942Ovxb403yPB/I5K7vdP++7E/iGK8z/XVwaiP+9wH/a4/w14AtHv9+U77+ey336oJ9J2Y6v7GZ51R3b80bH35jzLrtcuy1tkoXmw6QZ2r/PHitYlO3wbUdRdnfce1u7C/zdXeT6raPjpd09JttRk93cpv5VlrUHgLcBzxgdV5Jivzba/tFxl13JhSncIETkvcBPqurPHnReCoWrochu4ahSZLdwVCmye+MpoRTXGRH5IhF5RnaL3A58Gmm9y0LhUFNkt3BUKbJbOKoU2T143EFn4CbgxcCvkD4y8Anga1R155eRCoXDSJHdwlGlyG7hqFJk94ApoRSFQqFQKBQKhQIllKJQKBQKhUKhUACKYnzgiMhdIvKag85HoXC1FNktHFWK7BaOIkVubwxFMT5CiMh3iMgnROSCiNwvIv9aRFw+9hwRWduxqYh85x5p/YCI9DvOf0E+9iIReYeIPCIij4vI74jIi29kWQvHCxH5LhG5Q0Quishfich37Th+l4hsjmTxXVeQ5ukso3+4Y/+3isjHcjq/LSLX9Wt8hePNfu3u6Jxvz3K9LiIfEpEX7ZHWNX8PCoXduMb6wmXfgXzeF+V0fvh6l+96UhTja8hugnKNeSfwmaq6SlpQ/hXAPwRQ1b9W1eVhA14ORODX90nvl8fXqOon8v6T+V4vBp5O+lb7O65PkQqHgRsgu0Jaw/MUaR3Ot4jI1+8456tGsvhlV5DmvwA+tO0mIq8mLaL/BuA0aY3OX7zkysKx4SDb3Xz/bwW+BfgK0rq1Xwk8ukda1+M9KBxBjpi+sO87ACDpozU/Arz3ehTmRlIU48uQR/DfKyIfFJEnRORnJX+dS0ReLSL3ish3S/oU6M9K+oLM90j6NvpjIvIrInJ6lN43isjd+dg/vpq8qOrHVfXckBRJkF+4x+nfBLxbVe+62jKr6p+o6v+tqo+rag/8a+DFkr6MUzgiHDLZ/Zeq+l9V1avqR0gDrVc+hbJ9PqmB3rm251cCv6qqd6pqB/wQ8CoR+aQne6/CjeeQye6e7a6IGOB/Bb5DVT+oiY+r6uN7pHVN34PC4eKoyO0u7KsvXGFa3wm8i/RhpSNNUYyvjG8Avhz4JOBFwP8yOvYMkmXqucCbgX8A/E3gi4BnAU+w9WnQlwA/AXxjPnYGuG1ISES+QETOsQ8i8iYRuUCySLwC+KldzhmsEpf77PNXSQqVuFNE/v4+570KeFAv/0nIwuHj0Mju6FwBvpD0RaYxb5cUGvEuEXnFPtdb4N8AbyF9memSU3b5+2VXkrfCoeLQyO4+7e5teXuZiNwjKTziB7PCvC9P9T0oHFqOgtyOz7kifWG/tETkucA3kz4DffQ56E/vHfaN9HnPvzf6/Xrg4/nvVwMdMBkd/xDwJaPfzwR60prR3w/80ujYUr7+NU8iX59MsoY9Y5djX0j6VOPyPte/hPSyWeDzSZ+DfOMu590G3LfbsbId7u0Qy+4PAu8HmtG+VwJTYEb6bPmDwMk9rv8O4Cfy338X+MPRsdeQGu5Py+n9FMm6UeT3CG2HWHa3tbu57VTg/yWFoD0P+Evgv7+CtJ7Se1C2w7cdFbndceyy+sLl0iJ5Pv7b/Pdb2fGZ66O2FYvxlXHP6O+7SQrlwCOqOh/9fi7wmyJyLo/mPgQEUqzus8Zpqeo68KSssKr6UZKl4cd3OXw78OuqurbP9R9U1ftVNajqe0ixQV8zPkdEbiG5Rn5cVUuc5tHkUMmuiLyFZJ34ClVtR+n9kapuquqGqv5vwDlSg73z+meRYtt2dSuq6n8gubZ/ndRJ3QVcBO692rwWDpxDJbv52p3t7mb+/1+q6jlNruifIilEe/JU34PCoeYoyO2Yy+oL+6UlIl8FrKjqLz+ZvB1Gypfvroxnj/5+DnD/6PdOV+49wDer6h/tTEREHgA+dfR7RnKPPFkcyV0zvscU+Frgb11lWsrIBS0ip0hK8TtV9Z8+hTwWDpZDI7si8s3A9wCvUtXLKarb5HHE55KsKh9MHkCmwDTH7N2aB3o/xpY7cnBl3nE1eS0cCg6N7O5g3O5+hGTFG+dn369mXaP3oHB4OQpyO6T5ZPWFcVpfAnx2boMBTgBBRF6uqm94Cvk9OA7aZH3YN5LF6QOkkILTwB8C/ywfezVw747zvwP4feC5+fctwBvy3y8luSy+AKiBfwV4rtA1Anwr8LT890tIo7b/Y8c5b8p5lsuk9QbSzGghKRv3AbfnY6uklSj+zUHXf9mOjex+A8kt/Km7HHsOyYVcAxPgu4BHgDO7nNuQ4vSG7dtJs6AH1/aEFE8sOd3fH8pctqOzHTLZ3bfdBd4G/FtgJef3w8C37JHWNXkPynY4t6Mkt3n/leoLe6aV5X7cJv8yacL+6YN+Hk92K6EUV8YvkKynnwA+Duy3Rt+PkJY2eZeIXAT+M/B5AKp6J/A/5PQeIAXaLywGIvKFIrKfO+OVwAdEZB34d3n7RzvOuR34ec0Su0/aXw98jORmfhvwL1R1CL7/W8DnAP+dbF/n8Dn75K1wODkssvvDJGvHn47k6SfzsRXSJJMnSAO01wKv0zzZU0S+QUTuzPloVfXBYQPOA33+G5JC8QukDuVPgD8Gvu8ydVQ4nBwW2b1cu/sWkrzdT5K3XwB+Zo+0n/R7UDgyHBW5hSvXF/ZMS1Uv7miTN4F13WNllqOA7KiPwg5E5C7gWzXFLhYKR4Yiu4WjSpHdwlGkyO3xoFiMC4VCoVAoFAoFrqNiLCKvFZGPSPo06/dcr/sUCteSIreFo0qR3cJRpchu4TBxXUIp8gL8fwl8KSkm5k9J64h+8JrfrFC4RhS5LRxViuwWjipFdguHjetlMf5c4GOq+glNn2X9JdIqCIXCYabIbeGoUmS3cFQpsls4VFyvdYxvZfsi1/eSZ1ruxtLSkp4+dQoxSU8XkcXfGiMAxtr0WxXJ5+STYWtJkW2ISFo0UJUYY7pmOH/HucP1o4V8geH6iLUWyUcjShzO13xquk3+O10nkneO0lXV/GNraUpVTWWWdIehKCm/w5kC6GJRy6FcwCIvRgwhhtH5W3kb6mKRNimzRoQYIzEqkVy3CMpo6ZJcb0YMi2UYt+V369yhHDsrRYZ85rpXBEEwi0cy7AeNKfuyVWnbnq8CRmTb4p4K/PXddz+qqrfw5LkquQWw1qizbvFMhzwN9ZDKlfOvo/0oxiSZjoOMG7Pt2YoI1lr6rktlzvuHJyX5mVR1lepDDDFGQgxoDCkNY6icwzmLMXZLzkbPJz0izc89PYsQFc3yYYzZ9r4Ikp5ZTsOgxDh63xZypIQYEU3vjBFBNW7VQ64nTJIFRLAiqAgx32eoPzPkLcaUvggG8IPMAXXTUDUNxjrEWMyQLorGSAwhy3rA+56+6+m6jhgiogFbVbndERbvj8kpRMUIqDGYnDbk939sXhjJ8fA75vKiEVUhxEiMMT9nOHfhPBsbm091rdqrlt2VlRW95ezZ7bK7Q47Z8Z7tbLt2/Bzt36c4V1jSPU+Tq6uqS8+WPY/t7j/d2htCwHu/eHaa/snvTUzvTczvfBxkQRdJpCZw1Jap4kNY/H3JXfM/Q5swbveHd2BcH1dcNU9F2oZsCmxubNC17Q2V3em00ROrs0WbutW/xK0sZj1hQa6Y1EflzO/CIp1xH0x6AuO+eXimqd3dfh/vPc65RXrD4ahK1/XMZhO6PmKs5DZfiCHQdT1974kaiT719GJk1NakPETZqREAutWuhxjycdk6vk0rgBAj1hgQyWXKLbcK05UTPO0Zt6BqiRpQhRBTWz70z96nfsbIUNcpryJmUTdRIxo0/a8RzXpYjLr4vU0pGellizrN/w86yPY3RIiqSNSsZ5DabxGssUlnE0XEYK3J9TP0PZH77r5rT33hwD7wISJvJn0rnFOnTvF93/uP6EgdubWpUHVdIyKsr6/TNA11VeG9x1hLVVV0XYeq4pxLCkEISZkwZtGZxxhxzjGfp4/NyKB85Ic0n8+ZNA0+hKQEDvc3DjGOUAub5y7gnGPqaqIziDWgiveeEAXfbgIB7ISTS1MQ8DGiCr7vsaMH0vf9Ih+DwqeqTCYTqqoixoj36cW0LklFXdd0ncdVwvDuh9zJA0l56nucbei6DiQLcVTq2hJjTC+gCCGkAYLJGmnUiMbI5rxDjaMRC0aIGojqk/CGdI64CgVCDISQXopJVdP5nuAD1hiqqlrca6CqqsXvEAJeBInpRVdRKmvpuo4+Ks5aunkEK5jKYAzgAz709H2PGIcKVGKojEFMUuxVlb//bd929/WWW9guu5VzPOMZZ7BYRFNDZ+sKZy02y2sMAd0hn4jQTKcA9H1P23Y0TbOtrowxYAwqysWHH8WZgDURHzzzLjCrK84snWJ69hYmsxmz2tF1c86fP8f5C+sEURpjedbZVZZmE2552tNoplNqZ1muHJsxKXXBexpRZtHSRWHDR+Z9z1oINMZjV84iueG1zmCswYhJSmHdIGowwSfFIOe9IlIbZa3t6bsNJEaqpka6dWLXEcRhXUUzbRBjmFUNzdKM3li6qESvmCDYyhBCoNb0nVTT93gC3kYqMYQgqARcu4kYQxRHVc+oJkuocbR1RaU9lauZz+f4jYu08w3Cxhpx7RwXew9iWVo+iZ3OMDZijUVsDcYhRpjVjvMX1jgxndIKrC7POLm8jK0snfbMXIVGmIf8PooFBR962uCx3hOrCsEyX59zcWOD9XbOZt/TBfjFt9+4D0aNZffMmTP80D/5wdwemMU2/B7vz9cu9qXfaaCcBgYjZc1c6ohcmBVk0GUur0ttew922b/z7/0Yp7E1KEwd4EJxyaWIO5IcK6xra2s88cQTdF2X2jJVrFd6hXnfsr7ZsTHv8d2c3ke6GFJfECMxJLlOioESQqDzgQtra/R9v7j/2MDgvV+09cP/Q59hjWG1rgm61Q8k5URBtpTE3Z7HznLtVqcLY9Lo/J31/Ye/d2MWXxjL7crylDd+Tf4YoJrFgN/7nq7f+qjcoJzm67NSFhHDtnocthgjk6qm7/tFnenQz/sARIwBK46epJAt1RYngESMsfgAjz72GGfPnMHWFieCy0a2ixub/MUHPsR/85Vfyu/93l9wbu08dTXFWgi+TX28qTn/+DqushhRnLMpb3nwZCqHjxFn7UK3GZ7j6VMn+IxXfAa//a7fXeQd8vOPQBRcXdMZuPjY45w4cSLVg0g2FgSa+gSv/Oq/wzd889ew2c1ou03mPtB5Ze4D652nnXvW1zZY22wxfarHtusIMTKdzRbvT9/3hE7oe0/br9O2G/TzLr072TgRQgshGTxijCARQQgh6XliDSYbRhAh5LRjjMzbSNf2WO+xzlFNJkwmE6bTKaurJ6iqisZZZks1dWOpGktTO/Ced//bX+O+u+/aU1+4XorxfWz/+stted8CVf1p4KcBnv2cZ2sryeLpnEuNscgicydXVogiSVFu24VQ13W9TekbGhG1lmpktXTO4ZzDe48VWVifQwhMJhPqukbb9FVOY4Y8WKIqsQ9IFCpTEYkQTbZ0KdYofd8yb3u8b1HTUhnFNamzd4BxDlHw0S8auxgjGgIi6aWuKrcod8rDloV0KJcIxLDVoKoq1tpkhctltBhcVRM1YtwwMtbU+EtNS0iNJmn0GkJkPu9wFiZ1hXE1Rg0hpnpCHDEaTJXzI4YYwKtHSRa4nh5F8ZqsmDY3pmLM1gAlN6iLDlUVMWkkN1iem6bBBJ9eClH6EIkSqW0a94ZuGGCkjsVHj2aZsNbivb8hcrtTdqfTqc6aGX3XJ0utgoRAAHAWh+BNSCNb2eqEAdq2pWkmOFcR+2ThjSEkS6cxybraB6YrS/jZlDhfx2IQ45iHnokK6/M1ar8EvUUrmyySPtJ1G1S2YkN7+n5C5x1YQY3Qh8jcRowzRA/GJNnaNLARYMMn+XQx4sMcLp7DTFdoqikxKF1UjDVMbaBr5xjX4KyAB6uKSERjx9wLEjxGO2o7ofcdVgDniFGQ2hC7nklj6WKDaTu8qYhYRAHjwQumi7QWnBiiAQsYlTSQwjAPUEtkI1t/teuJXcemKtFagkATlba7CF1H13bEvqURTz2bUJkpK6sTYgQjFhVLzBZ516TBjRCwMdI0NdYlD4EoWLUojiARK4EQoZeINUIlFkTpVKkIoEKvgWjS+zqJZstycgCy+4IXPF93Kr3jv8e/d2KtzfkePEkZ2V3ZiqNrJZ8mgMql5+7Gfsf3Uvwum4akb+/u3Dk+bawM7mzHAJwIUVKb5sTSOIe3gR6DiGalJJKb4twnbXnXohHUgFQWCVvelHHZRJJFUQBvkpVMYyQCGxpxApVLA4/Bc7TtEwVqFmXaXpa4eF6CZTFqyY/QWV0cH5TknXW4r2fgyrkqfeHpTzulqGBEiQRCjElfcIYQ7aKcIQxPV7es9gI+5D4xW/Rjtlpahr52ezmtTX1zyAYOHyNtNrTZ6Ggqi3MGFbAGKivY3E6lpy1gDFEMoe84MZ3Q+5aV1RU2L/Scf+w8Ec/q8go1yVvmfcA6kCiYPAgSEUI23oUQMMYs8osxXFjf4IN33MnUWdo+EAZ3c5a56WTCC1/6El7w8pdx4f4Hefcf/Ue0h8pakoMxIrXltrNnaVxD2weWZ1OqLrDZekQ9asHNKuq6ol6fM9+Y0849lRqcKjGA2DRQqazBVgFrBOeWqJylr+cE36RBXgj0fp5ewqCp7Y4RL6NBm2TLd4xEIkYiMURi7HE20Mwm1LZJinFTM5vNmM1m1HXNdNYwtRXN1GFroa6EphLWz3d89M/ft69AXi/F+E+BTxaR55ME/OtJX1jZA6HzPUuTaVLwrE1WNVgojH1WhpHkivRtuzgXUgPSNE1KbdSgD8fruk7WOFiEaTjnaJoGm0dfIYSRDT+Z+2PvGXRsV1WgJo+y0qjNZVe2qF9YmwfXrjUGk5U2Z1JVD9ZwyaPIsVVkUO4Gk/+wPynDW8fG6QyDBGstvu05t3YRjGE2aZjWdXIBWSH6AGbUIEel94G5D7jgmU2nGGvQINlpZMgtLTZbuweXihpJL5NJQitRU+MvBnHJ/R28B2u3jbyHl9nA4lk651LaMRJz2EZw0PuQ0jQWRpb8wVItziXlnd0tGU+Sq5TbVEUT44hZ+YXUiVhrMVHpvce65F4SCaBxEXYQQqCumzQYqxxek8w5NZhFKIVBQmS2vMyGBkzoyMmkgVuMxK6HJbMV2iCCtYJGj/jIxc0eWwu+7zEuWS4nHpxJn5ELBHrj8EQ2faTtAyYGnAprOKq+Y3UaSOF/BiMWQfEhZiXY0gdNA1tVROMiL1hLjIY2RKIRfDQpHEIEKw6NHRudMKklfVc3xhRyEJPm1NmI+EifAjYIEiAGjCrRWHAe66GLQi8V1mQL27yjx6Im0vc93gr9vKWRiPpAHwWztIIzDTYqPQZHhGx1MyhowKpBrCWqYCohWIiS3gGbZVDEELpIZVzyCAk4Z6g0WR9roGsDMXSoglUhBNAQsCEemOyCLBTcsTJ8SbgN29vUvfYv1IA9lOMFO93cXBpGcKWK8n7K+17XXOl5Q70MeRtb4LYNHIwgOdzOmJCVtCp5IJWRcSD1I8Pv4Vp2lGE3S+7QH2oUNIZFu+pjRJzFkAxLImbR/4zTuEShHUYmC8XYpFHK+NmaLcvznnV3TUT3amV3GFXlXxqJCM6mPnbwpA4eukExHkLPUu8mi/4w1eVWqOawDb8XoVvGpAFeVOqqJoTA+rwnRFiyFqOpD2yaGmNSGBoMYRcRQZnMllhZOclSM+HifANixFoD0RJ8oM+W566dM6kqcsAVRofnlZRiGeU16QAR6YULFy/SLM3o1ud0mxs0TY2SLLG9tjz48L1svn9Od6EjasC45Lk2Q19shBMnprmuyEpoxBihqSuiGHzbM5lMkvc6giHQ2+RFjqpI9gBbaxE7eJFSfVgjBBtSmFH09D55yWNQGDyro/dgbAhMFn+Pl4AzBlc31NWEytVMJg2TacNkMll4XmdLExpnmDSWqjI0tWG+cYE7/ut7aNef2Fcgr4tirKpeRN4C/A5J4n4mf8Vl/8xUjqqqgCTUXQzMsvIruYIQsM6hWSEclK26roGtRmfsBhqEfyucID3Asatl6CC2xclqsgQYK4jRHLNocmNhsMbR1IJ1Ee+S4tbUDeRwDZtd4cSIla0HPeRlcKnFHJowjP52unGGEAwRWYQqjBvn4Rql49z5J7CuJvierq4WIRqiXbYmpMYhEEGgriy1GeKFNTfUBo25MWfLUhBjTDFHRJyzwJZibhbxVts70OE5DM9kEWaxo3MZlGIxYCw4TfkYW8S3LOpb7t0hbnkYAD0Vnqzckjs7ciyVDM86RCKK061Yr6gpRrgSt4jPstYSnENCSP3SuKMUQ+cDk7qhrRuki0gMyf0lQsDgvW5Z5MRk5S7JnQKbXWTSBtrNTcBg7YRo0iBjgsVrDvVRxcSIxIiPSkTwMWfHd8wVxFQ4EYxGgklKsNGI9wF1DiI4klfGW0VUiN1gxTEpvSjUziTvBIIP4NQT1WGQ1Bj3AWdATCSoIaIEjYTg0RgxKkSjdNqBWtqgBEkD1RA9PireTAjBENs5nTNoH6kqs3howTQ4Y7Di6TqPZu+EWTw/T+0tUlVgLWqEKLl9MIaYPVupY0l6RR8C1gC69f5YDG3wSFA0JktJCOk9MnZbRPINl92dluGd7co2T88OhfnSEIchM/mHKMlWvEsoxD5F3k2RG/Zva5+HtLi8Yn253/ux09AyHkyk9lwWg93k7RnlTVN7GwVE4kIhHfopw2hgtEOhHdKIMUI2KCQVLs0BECS9E2qwyig2P1f/IkDTXFLd2+ownXRJWVMQrRnF726PjU7XPnXN+Gplt9eejpZKUyCMDnHYMedZFDQZFYY6TfM8Uhtkci1FjQxG1W1lGvVbl5RX0nXOpQF075WghvQ0Uis86CJjjEBthZWVGRfXWrr5nHZtjoihriw+mNy/QuUs6+uBJta5zckxzoOnICpWknFLJPctMR3zGqmS2k/fByqnGJOeXB96Hnn4Ie67715qaRCXFF6NW/NZjLPMVmpC6BFcmnvkA2Bw1lGp4PrkeZ5MGlBD5QJd51PsfVSCpvA8I0LIbaURoZIU++tNT4wBpML2jhiToswQcjTUeTaW9X2f5oeo4qPD2tSvWVvTTBomTU3d1DRNTVOnrW4qJk3FtHI0taWuoLKw/ug6H/7zP8bI/h7m6xZjrKrDZwOviOlkQuUqnHOEEOi9x4eAdT1VXafY1uBRBGctxiXrTNRUoUOc8cCiQdc0iWiwxiaFNMca5TSG/YOiPChZkq3C5MDtmEd3SSmEJCwNdaV0dVJYnbHJ2oegVvBRc1zzlrVhCLjXGAma3GyDggksXEA+BLquo6lrfN/jqipbJcw2RXPozJxzWCNsrK1x7twFTGV5+tPPcubkKZykOJ3FJC0BZy1T55hNHK3PI2MDJr/oMaSObTwy9aFHRLGuwsiWlTv3DIvGZAhxSBa0LYvwEBvHSPlPcdXJ4h41golUbiuIf3hph2e6sKLH1LBZYy/ppJ8sVyu3CnjSKBn1uS9JHaaPyXokOkw2gKgyePS2JmhkU9Iw0c2N3NTDhIdGoaongCeEFptH3122SsYYkZgnuJnkcqvEJCut97Rdx8baHI2GqhZaB8EptVZsqGVSgY2KU5CohCjEymJ8QIylm3d0lcFUsnjOagUNypQ8bS8GgqbJazZCJ8pEFQ0WZ9JkJItgjMViIUZ6TfXT9UojChZCgK4PqINpEHrypD1SiIeqEsURPKgPIIE+RDTLalBPR09ECDohaofvDUY0pQWIRiRE1CrOCl3f0ZkJ1oPVJMs+RIJXxAaMTR2wqEnyNsi0DIYcoY+ePgaiV6yAjwomEoLF41MoSPR0sacnkIx0colSd6NkV7hU2dwtnngcDrXzvIX8bk81xxMPSgrbFGERQ9Yd0+59dKvdLNRXotTuFT+72+/97j1Oa+gjBuPNcI4yWFaTVTgNrNL7vjU5LJU5We900Q9hsuElpL4qhVJuv69k44AYM3LPR0QNQYUQQY0h5IbFCMM/6fqRhXpRrmFjsJVu97wN9bz13D3jaaVjV/e14Gpkd9O3bPg5S0xzPL+iKkRvsmzFhfV7UY6Y+9VseA2a+iNRskFjy2i11f9vvZuSMpkNchGVFJ5S1xXOma0BNcl4tdMIZkSonWNpecZHPvxXPP7EOSRW2Dr1/3YYiAhMakeIEEOa04HowrASQkCiQY0sQkPSu5gMRN57pPfgA6GPxFpG8pT69thHqmUIIbXZwwwAayx107A8m2A04rIh0KVRFyoGZ5RZ3dCHOWYywZqaruqpqh7vIxqhy0qx92mOUopUUTCWylYYIwTtk37g7MLjPMRSL67JOkOVw2BDjLjsZU9GyAn1pGI2myLZMDmtayZVRd1U1M6wXDXYxlA7mF+IE2MoAAAgAElEQVR4nIfu/jjnH7wXdxl14cAm340xxrC6tLyoQOccS8vL2cSelMO2bVGBtutTbF/u8E+dPp0Ey1rarlu4GGKMNFWVJVqYz+cpljgLq3OOrusWJv+qqqiqahGL3HXdQvCrqqLNsc3WJmkcZrfH3jJZspho0BCxLlu9NFnxOu+xMQl4HMUZa1CCV7rYM2kanKtSXHO2Hvd9z7ydc+HiRW45dXox4XB4acfxbkMnVTUNt956G//lT97HX9/3MLOVFZzALadOp4mNMVsVdKHHYp1FXIPVfvE8VPOMak1uUVXouo7JZELXKc5VC7dVXdcpDKRpWFtbw1iLy3kdYqGGGLBh1Cs7lNjxRMLBoo1EQsjhFTkkZWiDF5YakVxvZjHAORDEYC246NDgMUpSTkNIkyeModIUhy2SrMZt8DQ2rSISvM+usi3leAjtsdZio9L5nsl0QjTK2uYch1JppPORiSRFzBhBQnK7iSZ3/7Tz9F1kHpZY3+iJcY6bAg5OmgZfCZtoipuNKbRm3nqsEU6tLvEYLSFCFzzLVQdi6DUprpYZEUPEIFZxMU2O9GqY+4CGSLAB6gl+voYzYKuKKDCPERPT5KR63lHPTjIVgycQYouPPZEGvOD7+WKiSQghDTZtUqibaOlDh1FLF9eZp7cv1Z/OsRPB58FDEAga0KCYCDURpcFrGmDSC8Z6jKb4/0oMBo/dnKOtxzYVSB6s+MCSFXobiZWjm3u0BxPS+9kSiFGwxuH7DRqUFo8nxYELEBG6jY5rpBc/CbkdGRDYrgyPf+8MVRoG5ABjhTmh22/AdkXrklOGq/ZRZPfaN96/07o3Vir3Smfnsd0GKON9Q1mHQfpuVsVk9Yuobo9eFsnzKlRJhsqk7FqTwgaDpEHWzjyM28WFgoNiMWhMVlFVxQePNRUiZmslg0UAN4s48J3WfhHZZs8XttfplgJsFkqwahrsaLaT3mhCEPq5gVrAxlTMaCE6jFbMw5yuT+52MwxilRSnbQzGjuogbsnKTq8xbB+kjOtu0QelYOU0ZwIHWT66rsOaYRiT5/SoUtXLvP99H8GGhuBD0t8rizGpH+ytsFzXqDO0KJOsMEclP1dL1/XUTb0V9hGT1wKSMa2qagKeNniWhlV1VLdW9gLaXJdVNjSCoJIMlKuzZU4srzLvay62PbNqRp/1MMRQ1w0XN5TeGKoJVNbQm2Rciwh19OjSlM35nLbtiTGFggbv0eCprKUihZx0XdKXNKbVWQZlmvwuDXWfjHIBHyJVVVHXNZPpBFdZXGWwlaOuaiaVoxJDXTvqyjCZNmAis1r4qw9+nN/77XfiUKLdX/U9FIqxNYZZ09B6T59DB6bTaRKwwYweIxcuXGBtbZ26rpnNpnjv0+oUbUtVVaxWFb7v0+zzENLMUU0xsjtj6fq+Z2NjA2DbihDDSzLEL2s25TdNk0Zc2RoYQ1JoJrO0isDq8pSu7fAas/PQoL1F257JxGY3cGosrbWYSjCxI84jncAku8UGi3AIgbZtmbctCosyDmVommax2sZCAQ2RP7/zDi6sdVTVMo+dW+PC+y/wkk99Mc1kiqEixB4I1MZhpAHSJLxtoQjiCaNR9DhkZTqZYBYWzS23kYhw5syZRR0OVnlr7WLmbPB9UnBTRS4sxcBC6XfZij92VQ4hJcN9BiV4cGsOsccHRWRoOC1CRH1PNCle3REQHJPa0XuhC5E+guQO1KBYkxSoru+Tsm8dPnQIQmXsQo8wCNgKqppglTa0qGnyBLGOzVYgRGyIVFFoQ4uEgFqHdJtc3EyzepeMQY3BWYNvKpa1ouk8fecxfYcVT6wsXWixXaDt4UTj2Og80CG2RqyltmC0oieCGnwXcCYgLnX8MVtkpV9nYgJzJSmlxmGo0Ki4MGdaWWJYwzPFdya55+oK20UCLRGHaCD2yQqrpseYOSEIG74nRIvVDjUNngD9JtZ7ZtUSbVSWm5NcDBdhI2BIMWpaW1QM6jZpuwbjAlX0ySJBhRpNscTaEKLPFqaA7+fYudAhrNURiZMUJtEHNM7TexNsiuGPgdVqAt6xGfpkLUTxPtB2HjUG77Ol6EDYf5LdzpCKYd/YorZ7skPwJ6BmuNUVc7VK8l753pne5SzFuynKO9MZexYvsaTn9zW2m9z1kQ9x6ws+lUpqjHq8TZ6zFGkqhKCoMdSYFMcuaai0My/DPcZlcNaluE4NVNYQQrJOB5In0pKNHsPKg0RQm1ZbGSm74zZfR/W2uExJU02GOsgufaIuRPYKje/XlNXpjHvaR6inZ1k2ltAJbetoA5yeWR7pWh46f57nnzyFWEdQxcVI5bKnOYatepBkUR/KOFbGxnN4Blt5ZGtZTUgT5fuuA69M6ilGHDFC8IpWJnuVkox0veejH72L2Cm9QLQ9U9ekCZwh0Hcd3hl83eODJ3pY7aCqLB4IPuJcjdJte0eMWCD1uc46jHPUEwUHnfYQk45lq4q6MmyESO+nwDpRI7Xkid+q9L6l6zY5sTyh6ZOC6YPSdrChjs0uhdnVtmZWJ91HJz1h2aVz5p6mmrHZzammjs21zWwFTu09KCpp4JgMXssEH3PMcbJiRw1pAnkbEBvpujYbwgwGwdaOyXSaVq4yJs3nqByVs1RWmDjHbFJjrKExKeylUY+/8ATnH7mf4D212z/08lAoxpAsmVUOh4gxTZgZFFLJ1tyNjQ1WV1cWS3I456irKj10a9nc3FzE4k4nk21C7b1nOp0uloDr+xRAPpvNOH/+POfPn18om8P/IYS0zFvOm4+Ks9k6W1XMsjvKDRPhXIq5lDwJwtVQT6fEeY8Rw3K2gg9CPWmmuCYFsfd5yZ2xQnnm9BnOnD5D7z3t+jqzpaXFMm/DeVGVtg/ErqMl4MTi7ARnNzESiEGoTGo8Ix5Eqas04cuHQO8jNQIWGlvRkTr0EAI+h6oM+fUhLOpv52hu+HtoXMfljJqn82mKD1+4EdnqaMcKsHMOM0xSJK3eMCi+Y2sVbK0rOgxybjSDG8zE5EnojWGOwarQYSAYqkmTJiPq1gxoI0I/36CRJdoqQBhi6NM6lOryIMF7NASMGjrfp853usIsCvMLj3Fidcqp1RXObXqiGjzKBsqcZMFIsg+Bnt4a1lXwvcfUypKtWOosxrWc7wwh1GxGpe3TgJKpYmswVnl83uPnEdENmrqhWV7lcd9xy/IqfT8HC3ESMVJDMMTYMnGAWnoHhGQRsMZgoiJtR8ixb+fEMgtCDNCT4uRiiLRBMcGzqZ7GCa0F22ketE5wIswb0O4cfSsEP8dKTfQNrbesGUcVFWM8VQublcNtbGL7nmgda/z/1L1ZrG1Zlp71jTnnavbep7nn3oi4NzIzOmeW7cJ2lctyucpl06hkCfsBI2HhB/OCBEIggUDiAYtXZEQjJCMkZCxAGIxkIyQsjCyDu3I6XX2mXV22kZHR3rg3bne63aw1m8HDmGvvfU7c6LKiMtJLijjnnrPP3qud85//+Mf/ew5lQcl2P40OcIWgBVVPaRuWcYUvBYqwulxR2mO0bfBOkJLI5QINyoGb8eAsmr7Um2VbCB0xjgzjBePYQrMmJ2OHxNmC20renwG6qNv+s/S03oXrDOs+W3b197L35f1A9Kr0YoedRXagbB8ATtvTyvsfxvr+Tm7TWDWRF/tOOCKCD1aN823P/OQmr7/+G7z4u34EdXNEHVDMd9yZRt+qGnY/u1Kbd8vTF0lX2FsM6ORaYN8C3KnKp2LKjsb8tp0H1F1xD3mfVIId4JM6Pl05t9VhRVVRZzabbAv8P9htjJH2sOf19RmtBg454NAXYveQ1x6c8vWz+xzM5+BbmtDbYqQUsmZyTObOU8keyq4RdN/+dNuMX7fpXPm9+dd7T6GQsyKa6/m1fg3DFxnfeJw0PHl8yavffZMyCg0GWp+cbXAuIG1lcmvf0eVySRPMonXj1BYn3m1Z4enemyQ922dClKYNeG/vg3qcBLwXKIVxvUYj3Dq8xZ/9c/8Gf+V/+8vkzQgo3gsOz2q54ss/9/f5mX/xj+GdsOg9m1HRHJDes1gE1rEgqxWh8ZUs7CmqdCEz7xvGMZGz0HcLWr8jwOz8CqUkiuYrkhNVrMKh1eZyiDSNyVb6vttVjb3gUbwo0gRCqIRa42iCo3WOxgsiSj9rICbaxvM3//pf5x/97f8bqdKTjyLSfmiA8bSF6v26L32YBuSTkxOWy+X2RCsW/OFFtnIL2A3CEyXvvOfo6IhcPWVdHdgm2YSIsFgsqH+0pe2HzYaUEvP53LQ93uP8brW4W0nLFaBn2qVSV6KOfjFj2AxmF1c/W5gehLx1F8hT8533dG1rnr7jSNM0LOZz+139vapaaUMVj7Kh8LWv/jqqJjSPjRBcQ4yJMY703ax26Rog1hhNtw1kTH+8TpEhRsY4UlKEYueu73vAFhe655s4AeDpHKX6ntuS914z4Wq1uqKPvs7ibOUvXVdlLLJtuJukFtsyC2z9rgU+U7YYlLZpiGL75jJ0WYk50rkMUcnrQhc6XONRieRxBMCJotXY3ddJt2kafAgULayGAQmeUL2aU8m2cDuYMTvoGXzDqCtWqxUpGxgvqcAYaUQYELoQUHHEAbjYMF8EcDZ4aU6wEDb09M3IpiRUIq5VZrNA00LczIjLc9QX5m2DFhuczNPTc1Gs4WLWeAKhNu+ZNCQ7KGLuHKF4mlKIMbEqhTErjkAflNXFinnbk1KhJPPTHHJhiMqht2bMApRhIBdlLJmS14gTZr5luYZZ31LipuqDFfEFl0eGEWYHM3KjMEQQJYnd8w12T6U8spjN8EmBQFFBYiFopukaVutkz8kYabpElzaETSb3HSKBEiPvrU+3+j+nikqmFFs0jQmGvEILDDHWSbTePdVH/LPapgl+f5vYsmn7MNb2qcD0A4Dr1Khow7JuK2TXy9X7Y/4HfdbTvr+iyf0d0KdcH7P2F/jee3wQLtcrzjcbDk6e48lq5N177/DSMy+zVtO9SrGmXFfJgunKy1aXXY8fmGoJ22akvX0R55BrgRZFHEWsKVe9gyHSz1q0VLWxPKUKUCVc0/EIdp22Lar1NWU31e1J8ay0/4PeluuR8d3EQd9xOD/goG1Ja+XVb3e8+7jh3dMNtw7PePTWu/jZjGdvPsuLt57lsA+IWjPZdmHAVenEVH18WjO3vX63Tde+jMX8rKUlkyvxZnOYaOH+vfd4683HnF8M9E2PblZ0XUMILcvNiIrQtQEh4HPBO2rfgzIiNIg1V+71Ke3nNqhq9a+m/jxSsvUIxbESTao4UbqmI8WRv/jf/dfcWMyN1HMWhFFUkZz53ne/w7zvESmoM01wcBCzsomRed9QaBC3w2dFCz47Ysn44GjbBTl5utYRcyKlTE6ZXBTn29qwqvUYanyKmqSio6HrCimW7Xq7lELC2Pe593QC0u6q+s4Jwduis2s8bRvIJFwDjWR0fUFaX5rT1bQo+pDthwIYTxc6VmAlzm2bt6gr6rHqh+fz+ZYtRc0WrIhQRgtImNjgGOPWCmzr91fZjnEctysu7z2Hh4c7AKZqtlZlp2WBCgIFUsn46pYw7bs1jdltm4t16FM1QeocGes1kyLbiUivXZyUEn3fb5uyJo3uxFAsl8srpZ0J2JvesTCqcuP4GS7OlzRzs/EpZ0ITuu1K0x5k3T7gqYZtBG8dzwVlOQykcTAPZmBIaWt/Mk1U02Q2gdm+7xEx7WXbtgY2KiiewO28AvsyySKeUt703jMMw5VrN+m91+s1OSUWBwfVyN6u5RQq8oNkjva3qRox7b96QWOGLKgKYxyY951NcFoTgmSy/DO9m/Oeknerap8SvmnwQOMDIsU0t6mQyRzM57z4/B0uTla8eNCTxPH2w/s451kma/BLxTFKoS0R1QbnCo0XckmshgHnHWOBdVacM0A4Nfp5EiEqonOWHfiNQ5qGlHI1qy8MaSC4lrJe0swPCMX8WHMxuYS5uXRojMRhZKaZ6ANDgZyLWaOVwmo9IA5Ww4rZoidLIGuk0ZG2qSmTCVAz1xeqREUaXIqMXjle9IyhIBuMbRZBJEAuzBGG00uK7Bj56AJFPW0J5jUtgTRmXGs+nKhHpBBLYszCzIHLFjaTciKVQq7XXctIUGsWFk2kEqzppexkUWOGOFrZ1Wsx0FEwY/vMZ1OPhm1vBlxlg2EHjq/LKK4ztk9/V2Ns9jene7x4BWhBrk4/VwgNng5+n/bZH1cq8Um2pwHrD3t/I2GsXP7kySn3HpxxGZVXvnCLe/feYHZ0gu97c3lQAG+VoDqGidsxuLBj0eubm3bVTc4FhYz1amyTYQkUcds+nZILXdPSuIAnU5y7Ihn4oKZKqIDcUBa+foZvuu2c7Pb85z8LYCxZkfPE7RvH9LMWEc+Y4ckZ3HvrOfrmc7y3+nmefbbDxZHLdmC8kQl4khOTOeokPZg0yLplYHcWqdd14rUaWomaaW5u2hbJhVxApiZdByKOzeXAxZMVq9XG8gziQFZFUmaxmHN2fsEwjFurvVIK4msirBMUk3C5IuBkO/fn2iQUmmbr0AW1ly5Un/9SjNwSqXpnGHJmHNcMm0Q4bIwEKyY38M5TUubtN++yvsw0i56YoW0DiJKHhC+gmjmad+TsGav3dsG0O87beJojZG+OHb12ZBViJT2QjPeCyC58rKiSUza3Cmpf02Arum1VWsB5WyS0zqFiC5jgfX0+zII0OGHWtjgX0DLw1/7yX+Lrv/zzhum8J5WCf4pzyP72QwGM7WbwNLC94NODm0sxDQ97K9q9LtsJfO3rUreDfS17ANukvFybeCYwN9b3nlZfVpLYDYBNZbBDCBazW6yUNL0mV3lBjNFKAwlKUVJM5JjN+9hbgkseR95+6y7n50tC13LyzAk3j4/QAl2Vi+wf37arU61Mb/pm269tkwAWHnL/3kNEhMOjA9arNcNYSBtFXKQU6+oPwe8WFVg5Tuo5zDlX5lhpQ6CpA4bUFKD9QXQ6t46r7IxzjlgbB6kT66TR3tnTWUPldJ0m1nmqDkyvnVjiK7+v58h7b7G61fdwAiCfybaT24H3BOfxJGIUok7adraJhYIjuGBlPWdeza5A3mfRMbsbVbWkN9Xd8SmUVGjaGf/Of/hvcRJaEsKD0yf86le+wne/813GLCzjmmaAjGxLiXHc4EVrE2vgYpXoZoBGRhdYD5kxAQSiD/TeoRIpAl2emKI6cGGs0obCSWgpbWcrcRu9COzutSY4Niiooy2JLJnBqyUfFaXBmNOCgmQDw8XRlEQRR9M3pGGNCwFSppRqcYjiM8Rgk6VKsEFSlRQLcczEYGA+15jeTVZcLjRiz02vtSGwFEppUC1kZ+4zjQuso6NtImfrwqFks5GLGR8SUZUcRw7U7JNiEZQp6UyhZAasvK7FGg5LTta9Xixgwdasn52UYppor4PQ6yDww/79Psb2Az7LGFD5yHXAR332x/ndR/3N98MoXx/r9scn3c4zBh7vv3sfDT33Zy0H3YwHT5bcOBQOu55QASxiz+UWsLpKT5QdOC6q4MTMPbb7vLN/3M2FwuRCYSyzkH3DoEo72TfWyN7JO1krsJWyG18mMiaEYBZbk9uTc1cWSh9aMfgd3kpRvnf3Puuy4s7tWzx744jFvOULz3vefXPJ4iCzOk1sVoXZsSfiuIiZO3izXWUn/5tAGLx/MbR/nPvX+LqkyOYfX00i7C6fyJrTxxesVwPeOSIJmkDSAlkRSfRdS4yZYTPStp1JIKZ32ZcrolAmLfsOLOYqT6tHgmrBiaeQcRKq6lxBdNsLE1XpmpYuNOQ07skh63uPhdVqZLGYkbMlrRouVagBVF5s/zrRavcpdgsWe4/QQHZKygCOXCwoRbuWouZs5VQoxdw9dKowFtvflAuuiMl2UPu5GOh13hYRDTutv/1cEDMRw3uYOcc3vv513vz2N1mdneJFtw5O+1a9T9t+aIAxYKvQPdZgM44sN2uePTreTl77wHEbGDGxttPqud60ebqZ927uqVw92bvts7cT8NtvvJtuvq7r6gDx9MaO6QEJPlCdU1BVArINorj77j3efPMdzs+WtLMZQ8k4hRtHx7Rts73Bp8F2X1ebs+K9bgHkflOcCjx58JgbRzfwznN2umKzNo0RWMS0k3jFdaOUYtpYtQk854zzjoO6YJj2YXLDmNhZqed5CmmYjn0aOIaYyDEZC12PJ8ZYmeTdOd6fZPY/b/96TMevapHZO8N2aklWr1yDz2KzpgBjYineJh4xgJxiRKbSnJTtObTXZ0SNEXfB/Iv3z8s01ZWctzrE6bhjjKyGgS/93j/AnZvH4ByPlhnpD3npR9/iwb13+bV/8st85xtfZ728hFRIoiafcR4fLN50NaxxcgONI9GpdR4XxU8aeQGfzXC9aLSUMDEdmEupPq+WApVypulMpoE4xrKzVmu9pULlWGicVs9NY7VqqrClxBUIKJ5C0oyWjIQ6CHq79xQLOIiqZM0ct4VUsAam4FE8lITzStN5VkVpmgBDBqy0iVpqIs4jkknF4cVRitAUIWMezUEEauNdLInilYKx92MUxmRhIxsUHyCmOpFRS9QlM2p1EJjKnFM6okysat6CnM9qu15e378Pr4Pm6w1pT//+kx/PdS3xp7l9mBTk+32/qeS+L/8ASxBt28DDxw84PnmGN19/i1d+9xc5HYTz5TnPHUZunxxVOdLewgQxwLoXsjGNAzBZwE07gFUk949h8iKXHUgxK1CTVmzBkxg4VgfBB7q2NWeMPSZ5X0e9bVqf5tH6dZJ5fBbAODSezbDm4RO4ceO4LhM2ZM6YnaxpFyOfW/REN+IPHUPIPNmsWOc53eRIMY2wexIF2COcroH/fYvUiUzaSjWdI+D2LhAWNqbK+cWK9SaiahXauDG20iUl50jXhG210PuwBb6lSm9KVpvGJylLXYSPe5hm4vJsjT0ByR2oNjvB6VrZ4n3edjauNs0WJ5VSbHwsmffeu8ftw7lJMkq1Ga3szjYbhow4a/ac9MFWcayLMKg/s7FO1PBdytZnQd7Xqpv9qBaTWDiE0E4N0NWDmpolUeeCbpor1ZwxQnCIt/WlpVDCr375H7B8dB/KCJqAQtMEhvEz8jH+pJuV1y3pTERIOXOxvOTR2RnPHd9436A9sVEfVPJSNUnEJMdI1aplkgRMbOy+G8W+L/DEWsYYGcfRykjOSkj7gG7fEUFECK4uVxSCczQTiC+ZV199nSenF2h05BJ5+OAJaczcOD6pq6C9AXHvAU0pUVKhBLdzeKiMqoF1j6ZI37Rs1gPDKpGTsd3O6LitRncrO9iCWSjZcoGD83Szbit3mLyFm6Yx4Dyl1E1/C1cGiVydOkR2rh45l+0EMrX2OktA2J73KdJ5WybaS7qZ9F77mfD7cpJpwPqsGGObNEA0ozma9ko9rQ+kYSSikBQaY4acs9W7d0pRx5hHfM6Etqn31g5si9RseN0Bh1wK4ziy2aw5e3TK87eOuXs68ngl3Pzij3P7S7+f1aOHHBze4cbJLX7xy/8QVy4pKsSskAutGmuS84CqJSLGFA0QWqQeJIeLBYZMcJ4xjSS1e9sBoVjobBDPZhxw40AqLW07Q8VKbKHaoKl6msrwZmeDLFlxap7NJRe8BCwMwVyY1Gu1vYM4ZubBG0Av06ITSkk0DjP29wEfzCBfxeF9MOnI4PBtA5tNjXBWohayeBYOCoVxLDRtQyDjjFYhSyZJRMjkjcNT8K6AZnJJjLGQstuy4R1V1oUH8TSY9t+aqWwR1GyZPd0CDFc7wj+TTXbVtff/6tMDqTbZf7z3+TAQ+0Eyig/ax/254ZMez3UWfP97uXbe9t+zaQKth9OzR/TzGadPLpgdHSOzOzx4dIaOIycHHY0EKz9TE/Gq1A6ociu2VpVanzULeng6s4lYz8KkNQVsYbm1z9wFYIk34DILDbO+I3TmjODYVUztvLIF6f6DmgI/1tn8dLdZ1/LK556h6XtuHR5SCtx7+IC37r/Dwe2OYbnh2dvPcSnC2MCQB85XyuPLA5oI7aLhqDeXgy0sewpZMxFv07+nr9v1SZ1HnXM4rMHdBZvHm8ZcGDYxsh4TKVvgxpgzx31P4xVRI1KC9+Ss1lTYNXvX2Jmzj+4SDX2t1E1E4IQtRCaJo7N45wKq1pCtGKMtIjUQK9O1HbFiIqtGVElEKSQZ+M63vs7RneeR0IPURYEqbqo6i8M1tflTbKzOxTxRtAJdFQFf/aJLqSFIVRKBwwbber9V5t56rQreedTrlf4LEUFlykLwRpZIleZ5TxvML9/XgJdXv/kb/OYv/wLx8gynmTEnBFu0rNYDH7b9UABj7wMpWQm9rSvVmBJxGJg7WwJMrOOVJreqS57NZle8cCeQNgzDVtvq24Ze3LYxbH9AncDZFCm9r5EVkS04luCNRdobI/aZ660mSc29wjUG5lLK5Bw5f3LJ2cUlknv61pPLJZfnG1556WXmi7Ddj8mFYWK1RYSmmzqhp4fV1mxN03B5ueJocWDuDJcjKda0uuDomsB8PgMKwzBsAWhOqconPIFMN5shVbqSyx6Yrdt+SclXTU9MVlZvKrNQSqHxkz48bIHtlNDT9c32Z/uLiQmAO+fQnNmsVtYguL0/dg0R03W/AsZzvmK6/wPdRKqHqEfr4NOIICHg2hZdrWibdgt4jSkuzOoAk0RIKdN0ba2WXGXsSl28be+xlIg50VI4bmF0jv/va6foMLC6XLLcjJQAt7/0k/x7f/pP8Z1v/jnyxT0enV+yGkc0BNoCMSkShXEdkdmMcVwzxkyJ1qC2Kt4s3IYVPgSyNhQJUCJKBt+SfGCzSbQu4hpHHjeMqVhbmwjS2UKqiCMnEAkUssltcsH7hoULxBRJtbybNOG8sPA9qxgBxxqhwcD46OyctKpmjYVHHDQUcuNoxSElUEogaeLmcUNmxunpJblkYoFUPC55xuhQKamoeCAAACAASURBVLQ5M2qhCS0btZjrJoIkJflDypislDlm0hhJyYJORDLez0yy1FIFfrrViwpSrQkFFzOJQiCwLMkSqjyE0HBdj/tZbPuAYH9R/n29V/16/a8/6VHuj8+fZF8+zQrSPli6/r7bxerUBIW5kTQ48mrNe3ffYH7wDN/+1jd58Ysz+vkCCZnzy1P6viV0B9VxQBFvjbteq3xCzZ5xYo23+8D79wGunustuBUhK3SLBbO2o6kd/M5b1cqp0jUN2TuklK2d2xZZizJFQocS3veZv5175LezNU3gj/6RP0iKiSTK23ff5RvffZO1Bl569havPXyV+/dPkQVoh7HnTnnweMnrr57y+Zc+z4+90tPPLNqeveO53hwOV58J1LTdrr621L4F1cIwJkJrGMI5D8kZ+aFCzIWUYX5wRMmQ40gTGnIqtK4le8f5eo02gZALrW9Ysy9zcITQ0AZPrJkKKWXadldh161EwIDjRETZoklwajIUUqG0kWGY5uZJcx4QCaCJX//ar/IH/8hP0xy2IA7BmXe8VOlqzrSNWeGhySoTxRNTTRYWTDbYGGaxGiVojYZOORPEyDvFqhuWd2DuKRNItrTh2ojrDBjnbCz5rLF7uaCIWoWzdRC8srw857/6z/5TwnpJ389YbRyaBUohxcxs3n/oPfZDAYxFBC8dRdPWo1aA288+B5hd12w2Y71ebwHQBJRVlWEYDJhV8DABi4ODg+2DG5ynE0H2UtKuW4ZNX/dlDN575vM5YCvwXHbpOCKy9RH23rPZbLY3zsRwTmzzxUVktYZx3ROaOaGZcxACq83AV//Jr/EnfvZn6Bq2jWYGJHt8ZW/n845hGLda5q1cJCsPHz4AdAswVTPDsGaIkcPFjIPFAWMNSZhAfplkGiLGVtZzmqpuF3YSic1mc0WGMoH9VBNuXC3zT+cpp8LycknKibZt6bpu2xg5AfOJcZm04dN1GHNmVc/p1PQ3XePp/a+v7Kfr/5lsqlyuVswOD/ClkAANHsnQdj3jGNGmp8SRnDJt2xF8x2pcV0P1A2MaNdHQWlNnjQEFqUErZltTUh24RXjz3Qf87b/1//Kn/91/n82QeeGZZ3Cfe5YxZjbLgbMnT/hLf/Ur/KF/4Z9nuPdd/t6X/wEqxSKaFTKFi1Twas0eYy4M40hW05iLEy6k0CxmnJ6PtiB0GecbRBs0FTbOsusJcBkz/QixZJCR0DhUAyV0lAWk5BniBiKQHa0I0injJhGBVpUcAOnt3ooDPo8k38G4InqbbIomJI+UXFg6pffKRUycSEsisEmw2kTW44BIQpo1qiObMuBToVWPpkQmojNPzDbR5fWGMzdafGjfMvjAUApBB0qjpFVmhXDOCi8jc9fTSMf5ZmSmQkx23Y19zoS2Yywd47iEMVo3vEAqQ20mhFhgNaV0fTY375Wy8fTffvXl+wU/yq6Z7jNS/3/q237z8dQcfOX3qngX6PoZB8cHKI71ZsBLw/npfY6e+Ty5OeAsZbwW0sV9mvlNq9Bls/mcmt2uQ/tJHwoGmKcwkKsEzw4gG9lrvuqL+YLeGZmBN8bYeUdAaNrO7MPqXznMSeU6g6qiV+ZL2JNA/oA3J5XA8UIeE3du3SL4hi//0q/x1nfe5XM3nuHHfv8/x5e/+lXOTgfmJwv6Ox3lWXjxxROeoyHMoM+ZhDDu9d3sn899x5atnKRu01xmREYhaYSUWEhn64riWI9LxCnBFWKJRiStR47mwkYLLTYmiHe47HEqrMZooS0Bei8klKSQVHAZSrAgDifmduN9oZGd9juXaGxs7dMwVYNaGqAIZTC5wuRWoap1cW42apCRKPz8L/48f/Jf+de5/XJHMz808D/1Ju15ADchkK02RgBCC8Ngbls5W7KjAs6Hyk5nK0iihODJmJ0sRShOKFKIGsE1JO8sgwJqemxGybjG4QP0YbeQE7CQK1HGMfLt3/gqfckQhNVmyWYcDGAHz3J1zvyfBWBslmURH8LWzHmSLsSUtsBnsmqbzWZbd4p9aUU/mxm4q2zvxLQBxJzo5nNzjYhplyoWAjp1RlZA7JxjvljQ7XUuXl5eWqIResVObBqc9hsCYZfmVkphtVox62c0TUAk0bdq+eJ4Dp895uTkgF/85V/lj/3MH8Z78zueNhc8cbWqjHRle/OOYS1FubwcufXMbS4vIxJWHBzPuFhvWK43+Nah1UJmWkiUUtCpYc05xmHYaYf35AoTOAWbDNquw9Vz3TShxmEG8+jFglJKKWRf2AwbNOk2UXCSx4gIXU3LK7rT5/V9z+npKetxwHcts66jr6vvYbtCTlsgPC1ipnvls7Jsm+7BlBKhsThSLZm+7Zg1jvXyFNKa1qsNwrmQcEgj5CFT2NCL0pTa+Yt5GvtaLWjqRGnXw+InVJSxbPj5r/4yf+I8cXCwIIQ5rSs8c1OYPX/EcnWT288e8/P/6JJHm3f4M3/8Z/i1r3+Ld04vyXkk5YZxjDwaCjdDYkiWEKdqCX0JWBTYrEa8b2i92aSJJtMeNw6VRHINEhwHKRFzJKqlQ4pviMMSYiS5GZ3vyB5yWiPe2GJRjzY2qLpGaMk48WwKjFFZK7j1SB9aco0XbmpjaxoTUuBieMJaMwMZfE+jMIyJIWV6AQkNyDntZkS8ZzUO5JJpG1fDTBzSzEE6ms6TxTqzmxTptDDqAKFHRFkz4mk4cD3zMEM9yLAiO0dOBVxghiMkJQtsSiQPa1QFrYtP8cqht89YxxVBPlzr9ju97ZeIrwO97wcUi9ReBN4P7j7Ofnya2z6w+7S2afwMe7Kyae4oWOBRP58zqFW8jg871usNevGAy5zg5h3a4xPOl5E7J89y/vgerq1e2s7i3Iu3Z36/kJCo66f6s6edrf1TaItIbz6v0uKC9bq0PuCDR50FAQehPlsGOJ0KH1TAuC4v+SzYYjCdtHeeTgvRe95+/IBX33mDw+cP+NIXXuJbv/4t3r73GNWOXlpu+uc4WJ3wxlce4Q7W3L/5gNPPnfBSc8TcNXbce82U0zZVbIGtg8s0p08LSMGIqFJ061U/6XlLVhaLA5aryOXlgNPAfL7A+8SwuiCnhs2YGPMGF1rao1uk0RE3S3wDYdaz3qxpisNrwBHICVADhs55NDvUC96Dr5UAk18ooQm1+rBjxENoaKXBebZk3rTQg6pt9sL5owe8+e3f4tnP37IgMClb2UXTGqs7VZWD7BoCrRlwxGvDrJ0RyxLfOlIBxZo4tTbTO2fysm1zZ3WpaFxjmQsBnLra9a048YTgKtg26cfUjO8wm1AtiZgv+R/+y79AkEJiZDMMiLPK7Gq1pJ+1Vc75wdsPBTAG6PoeUEr2djGB9WZj8dCLBc57bty4cUWuMLHHF+fntJVd3I9Nhp3kYtZZBCNcM7KHrfZ4n41VdsEUwLb5bspbnyzhXGWOU0pbq7IJOE8P2Xw+xwfHzWeOOL8woNH1CwPKTeRsc84mXvL48SnPPfMMWyYHSCnTd9220aHfCy7JOXN5cUnwJl1YDU/YxJEnp5csL9emrU6F9XpD2zZXJCPTA9+2LX1lc8dx3PoPT5Ni0zT0fb+1k5sAqp+0VdVzeV/+4X3g+Ph4x/5XOcq2abIU0xy5nWZ6tVqxXq8tYRBow9X462mhsb8/0/F8tsl3aiAgJtT3lkKUjH1NESS0DJuNre5DS+MbW+HngrQNm3HNCCQybTCnEM2ZPEakqYNVVtrG7jPnPR5zpjjbXLKYCfPG0y+ERWg4nEPolOSFw/QsP/VHf5ZvzTp+/Vf/Jj/9Z/4c3/rG1/nVX/gFms0AfeBieUoXrIGtlFoFcAZuslPkcMbm0ROc6yz4IhdjOBphyMZYjMlM2Rs8QTKUyDBmYiy0PlE2K85dR9839M7hxJOLkGNhXRIns4Z515HVmuuM5cg0ijXhRRuM85BZx0QR8G2DK7AsGQFi26NDZhOVkkdEE2vfMu8bhuUZB8c3WC3XNG2LTwNaIkMqNNKhQSiiEJVUNpSg5OBBHSuEBYXOQxoTYMlZQxpwyQZz13WM6xVlrFH1ODQVnFrCUsIsrh5enNO3DaNZ15iDSZariOYHvD3Nx/j6758Gmt+3ielcrZfGgNb1v9h/jw/qDbn+uqd/1Mf//acN3qYF+dRDsR9FL1hijQCHBwvGVeLifEUILUNWZHXBogPfrDiLytnjlpdfusV6tSYvV4hvoGmsKbTAfhIeWsxW7JqYYnt8146zlIwEu7dyztDVlDKZFKCuOgYK4C3QZzoK93599fTvz0o+sb/1Bwt+5a23eWVxwoMHd7mMG1558YvcmAe+8c3XOJzPefX11znsb3F8fAc/O0GaQ/7QK7+Pr/36P+Ynf+8r3Dge6HKHjby2OA0SruiKS0z1WC2trZDBg6hsdcnW9OjxvsEpkDp8W9Bs2tc7d24yRHiydHQnx6TD53jpR36EF5pDnG9YxTXqWpx0OO84vjHnwek5jYsMT8659/brBF3j45rhyWMkZNpwyHj5iOwSDrtXFA8EnGspaTAQndfmTiKQ8QieTEazUppA8MIwmh1c3xjzTeOZtz1ZC2/cfZMvnT7k+OQG8/kMwRNTMR2xh0EhO+vLUIWk5nzh1Bur7QoinqDG5lZ8izQetDbtuWJN05N0QoQmCEMxwkQL9G2Lw6qTSrbEVO+hVRqX8U63hNHdt9/gv/+Lf4GbNzpImcdna5oqERIPGoK1H+49t0/bfiiAsYFXm5T3WcTtCqQ2Zwns/G1zZrVeA9BUQDppvfZdKj4qVGK/JDaV7adVYUzJgEplJcfqlTyFUIzjaKXvCr4nZntaSfV9v33/EAKb5QipIUbHZog4ATf23Do44Lxk3nnrLvOu5+josJZFjKH2zjHWcJD90ucwDLz34D1iFO7fv887b72Hlo6zRwPD2qJ5NysLCNlsNvSV/Z3AvOyd/+nr9Bn7gHOz2QA75nZfY6aqZihffzZ5+u4zz+ZlvHvNBHInCUqsMd4hBGvoqsl3+9fFe8/BwcE2xGX/WsHVZK0f5OacY71e08+EohY64z0ISpBCbnrikKp+WyEnxDuCs8YKgJgyjezKlC4EvAjD1HzoGkqOFM2Qq746Fy7feUQjIOrIWc2/MppXdec8N/vIugv8yB/4SaSs+eqv/AOemcHP/vQf4au/9RsM45qcFyzTSOM6RrGuYS9CUEjqzZ+3cYw5QkwE8SSFVR5oCPhg9jmbDINkXFY6HL0XBs3EjSe0CvGS5UZIjacJdfJHudk2nCdlfXnBzcMjGpylBzARHQ6IdO0cdYk2ZlYxs1FHUGEcI/NOYKOkArHeE2LEB8MmUhIsN2tjQ6b+AhdwboaGhs0m0ZQ1m/khTXBkVVZRjJ3QTMrCOiozDQxF6cgE3xBLIJWBvBkgQxeSpfWpSVFUQXxHGjbknDlqG2tKwey0xmQT6GftSnF929o57j2DH7RdHVMrOP4Yx/NpgquPA9Y+zc+b5pjr0gIHSFE8wrzt2WxWuMbRLxbkaPt5fnrG5dkjmiC88PkXef21N3jhhZc4G5c8Xm2Qvudw0dFJsdKy7mm2p2P4QBZ8b0GwbRrbOz+yqwxcWezodA/aa66P79P30z5c1+D+oLeH9zP+1h+mHH+bi8tLxnjJKq556D2nqxW+ucHj9x6wGd/jwekTnnn2c7z84pe42XT85//Rf0CSFV974yvktCLrQKFcwQQT7mj9LolXHEzx2FodFhSt7hF2kcSBhA3JO4q0+KM7+Fsv8uIXjrlTOmhmaHdA3gSauZKHJc90c8Q5S8jcbChDweUFElrCrWd44eZLoJESB8q4IcQVj++/zvrVNU27JA27qORtEmNO1oCHVv2zVkmebhe6cxcgjmQttM5XQhCSU0gWuvHN3/wtfuqnfor8+TV5NsO5lqb1pGhN2k3ncKLV8KHKfCr2snmoNvXZicMjtMGRyGS17ibxDpHaeJc9qg5xMFfDAqUx54qsBRXzPt9hFHPWCti5f+P11/m5v/X/cPb227TOc3p5SYzxSthY0zSIK4TmnwG7NuDKzu8zhanaQrXVT3jaJm/hraUXbGOBu67bsreTLna/wWtfQ7xrxLMOx32GxIy/YVMB7/T50/tMiXBTUxuwZTX3LW8AY6tFUVdYb+xhRJQbXc96uaENLaLCZrVh1rVm3K1ajb7dFkReWdEW2+/HD885em7O7/riS1xcjgwb65xXZ9GLw7ix9/IeyXlbFtpncoErIH7a9gf/nDNjVsxUolwpKU4MbimWXuecVN/kXadzcJa6F7xnupLT30zuIE1lYvxeqXL6XamODPsekmAsqwufza3snCMVtVJaLacGZ9q+TYG+DWy2vto77Zr6gBQhiCd6JeVIyhHxQsBbiIwN2dWqyVc6TqpOWIk6Ejdr7t5/QAh3mEnHvDG7m9OLTS0RKu89eYJb3Ob2Sz/B6TvfQJf3+dJLL/P24yXn5+ccHR4Ts2nCVKfGHWN8N+OGNnSU1YbiArEGU0gwizPVzLAZEBqyZlAhUVgVBQ+uKOsxU8hIUYYaoeqdwzvhPCVi0yC+J2dbLFLM4mzA4XSgDZbgqKpWUtZJzyk0XhizmCSoRJqmJ+EYxw1SEm3uUO/RUkhxtMFWgeLIOGr8AUUaypjQ4La2RyUXvKse33FERXG+siNZKFgJVZXqahFR8QbsVSji7TlUtaQ9caSsFvNdLYkSng+KAf6d3z4eWPxkoHLq+PntvMcH/93HfZ8Pk1FclwR81Ouf9vfXQ4WMaFCKjmTJdAdHtLlhuFyRhku86xAfTF+ZEmmMvP3WGxwcH/LW22+AtCRRS0gtmecO6uKx2llNc8D1xnHbHKiYLVapz28xsABTH4c1UW1ZX3aA2VM14Xz4HfFZM8XTNm4GHn33jPzMim5hFqmqsJjf4LW33sP7S5xvWa97So50F5ecL884vHWT19+54L0H8I37hxx0a05uObreBjWHR9QSaL/5vdeQrudwvuDmfMFh21qjmYC6gCOa/7MYMYQ4gjSEpmEph4Tjlzm+9QJ69CwtPQcEfBsYY+bs4TnzRc+TzUjMQucCfeNxJXC5uUS80LYN5MysnxMajMVXOD89w5WWkzBn9eQu+cG7kDeUrAQntM6xThaMFJwSsAqdLXgyuBow5HaBX9bp6ZAATkvVEDvee3CPd9+5y4tffIX54RHFOUoxyY3J5cSKGl7IBXK2ucd7qzqkMqKpPi/B28+rZEerPadMVZDKKtvQsUt+dPZU4dUqMk6s2doWeR4nEDycP3nEq7/5a/zaL32FcX3Jphgus/nKkkZdlZxotZb7sO37RhMi8gLwvwK36+H8ZVX9b0XkJvDXgZeB14E/q6pPPur9Jq3W9P1WwyO7fPpybaU6DMO2HO+qc8XkUrDPYE5Abx8MTz+PMXJ6eoqI5+joYPt5k35XZI8R2PN2nPYH3dmNTbKACYxPAHoYBpCAaxQJhbgBkqcg9LOGthPUBWIqPDlb0s86DoLdhCJiWsY9PRsoMRbGwab2FGONWx1oO2V+EIipI6nHdxYD7Ru3PadwNSTlOjCeknSmM73PuOeiNlgXM6LfOU+YxqmUneZ6y0xUNsI5637mWml2P/p5ulbT3+4zFfsRmNfB8ScZtD/Ne9cM86vndcqUoNB4VIWUC50q3lfHElVrMkjZQl+wpjqLqCxoSkjTQHBVoEFdrCWcs0HAxjGh8YEkyt/4P/8aD/lxbh3f4qhrcUeO0BbK5YjSId5xfnbGmB39jc+RHr7H6vwxX1jM+PGXfw+/8pV/yGYwr14b92tao/OUYpoz0WCNFBJqA0oB9WS1MI4xmu1PEOt0L+ZbQYuniPloi7PmFc3mCRydtYiMKJISjUD0kH1DQYhFiRlciuaAMVpFKGVQqWlVomjwtDTghd/z+36Mvu1Zrdc8fPiQJw/vc3zyHHcfvE3IhZxt4WI2WIoUS1tS57AoaMhjwgePDwAFr86qNoI1fqiaFVIBFxRqkEnM1lGd6sJTnTOrvhzx4khS6iBt3ddarNnqg4DkD+Levf6514Hi/s8+6Pl66s9/m/jp+md+lMTio8DzJ9r3p+zH9Nr9f19PBXTOmR98HRf7Zk7befM21zVOPF3bE2NiHUdEAqdn54xlRM7O6GdH5LBgKIESM7H3VgKeIILs9uP9IH7yqtUqqbg68VuI1YId4XzNdWHvP+q4/0HncL/h7pOwxp/qfSsbTk7uUuSUuFnR9TALHau4wc8Cx4sjlhdPGNfGDqacGNPAkoEvf+sfc3oPztenzJtTRvUcHEHXCseLY87PV3ivbNaZs9UpF+MG54Ssyntnj83/OQVevnNzy7KbosJRpCc2zyPHX6R55ouE42fRtiWNkRKTVYtyppu1eN/QhJ626+i6lhQTcTkSmg6Jkdms46AR2jaYY4lz1tC3WdMfHDGbfxHaQwa/YHz8DmVzShADuGoXEF+lTSUXiptY8ek+Ma32REzlnE3jXllmUce4WnL3nbd58vAxxyc3aeehknUCTSXn6r+9B1+oGM1AaMqZ4FrAWehGRZuBmodAdaZiZ4M7ObLs3Ti4Co8tbdichJy3fWy9w7vE9771dX7rV36Ri0dmRKBqOubVckMQRwjmE769f3+ngDHWD/Afq+rXROQQ+KqI/B3g3wT+nqr+FyLy54E/D/wnH/ZGigHYqRFuv8y+X84L1xjT5XK5lSsAW+ZyH/xNmtjJu7jUG0Hrf6UUlsslTgKLxeyaT3A2sXoFuVND4MRoj+NYS+dX2eF970OpMgsB5ouG0DjrzHd2odu+oW0BJzx8fM6YlxwdLVjMzYB7unGnz7T9sxSzFDPBtxwdzZk3My4uHjCMANnKwAS6wxnetYRm13G+P+jtxztvS4RgEzdXQSvYqk72yjLjOFbWeWrGs/3c+kxXFpUKbKdzPp2faWEDbH2iy95r9j2mJ+nL/jmeYrzlk3VIf2r3roiYBjxncsyUJldjfcWp+Wc7b/ceUzUCKClZeEQpNUdZkWQpeNM1QIyR0JwJzllJqVTvyGr181f/l/+JP/lv/zeMYyZnAWepQ7OZsF6ZLdjxrOfuxZKz5YZw8CxtXPHo8h4//RPP873bn2M9rpFcNd8+4F0wXWwtHcYxExFcKfhSGYdkSW4uBJQApdC0LZotshYxveWGhOJwRUFsoi/eU7yjZDNs12KAOSdI6hiAUY0ld75jXbx17WeHFrt/gwRCF3j+zvPcmt0gauKP/+yfYjYLXJw+4Z233uF733uN7ODtB+9SRjPZNzvCTPDW5TwmoA2EYumbJWe7x0OVlGBNdaODrJhJfVGkJkx551jnSBxBqt9z8Ma4xJJpSTjX4LItAnz1pM1OSKUi7E+GJD+1e/dp2zQO7JfQr4Okj1yM6q46sr99Elb2aX/7cX/+Yfrlj/sZTzsPT3vd/vcFV72yPTPf4UTp5y2F3iKaZzNkMzBsRsQr6gYePXpsvqrLJc38Fok5JTQs58Jx6HY7566Om/vXxZSdhoJUjDl2stONb1NhsZehO8/+erQVUE9Ab7cQ2ZdO7EiQ8v1cy09vzPWJZ16+x/piyfnDSwhzFn3Pk+EJX/j8IaQ5Od6D0uF8wrlILmtOL9/ljQffJi43uKwsl4nu6Fk22dME8P6Ay01h1gkH3fOcrR4wjCOXccO6ZL7z4B6HiwMWG6U8d4I1LGJMfJgjs+eJJz9K9/yPEg6PyQKiBdFEzkoaM14Dhwc3QBNHx1OwlxDziqjKYjHj2Atd1zM/NHlDTolUE+i8KLMWcmkJ/Q3SM41VCc4FYUlCEe9xpVSWWChJt2meV+9jG6MNkBakmIzBAjYUlzNvv/4G99+5y3N3btN2PU1ot/dGLhYgI6oGymvpIWPyDu88wTWmx/alrtlsLvAIyWhfvNrCL1dSTmr9IhermJtP9LQAsa/OC04dTQi8/tq3+dov/GNe+8Zv0ThHyhaVHbHjaII17Rn58/E08t83MFbVd4F36/cXIvIN4PPAvwr8S/VlfwX4OT5qgFZzevB7dmuwG3RijFsLNNg5Jty4ceMK8ykidF13BeztA6kQAsWZVMBNGmLvuX379hZ4Tl/3G70mFwRXwd1+Itsk95j2o23bLRie9rttW0B47uZzvPdeZDmsSGnDai1cLk84e3TJ51+6wbixmNzzs4Hjo8T8oEcwoH54eLht8PPeE5rllqXu+paTkxPE3+af/sp3GOKaWEwfPV/MWV6OHN/YGbxPxzedn0nCch3Q71+D6XjbymSrGscwjiPe+6q5Hjg6Otq+/9axoTL406C6LeHtS03qtd9nJKZzPV3PqQFw//2/n4n207x3RYTDw0OePHiIqBBjRmRDExyNOLITJFsMq9mfg6OQ0mhduU2wdLRsrHHJhaA21XViQ4R6b8ExYqWvpEJ2Qq7uKn/gpTkXkvG+ULIjJo9Iy7g5Z7m+4OUX7/DO3XvknGgXR6R4m/ce3OeXfulXeOFHfoS3XvsO69MLJAhtH2hDIKeIC5PsyMChowblkGkINZa7VH/xTHYOFWPOXK2NRWeyIKcNbb8wD9XgcaEzHsArGqGdL3DHR6gEXCqQEqk4KJESIxerJQeNBQ14JzSzQ45u3eZf/tP/GrNnX+RiTHT9nKOZY378hKObL/K7f/yn+Ud/929w2LTE5crS/7SY1luUWKItxFJEc6GzIFVbiMZoNoa+EJyi0aydutabnELsXDtVYh7pfAc5oSi5WLJWQIFMBHyxUJ8iFl8agCwOl/QT4eJPddxFPnSSuAK+9p6zqSr2lL/ggw7m+ynDPw2ofty/+zDA/ElA8jSWP22f9okPrWV2RAhty+HhIeXJilI82XtcaEkobd9yJDe4uLhE8TSuZViNiEvE/ARljUjDI7fixtHJxxvfVKiGbqgKKsUSxabK3/TfbsevnCPFAI5dup2gYiJkpmOc5rRp/vuoWN0ru/gp3reOwIOHb3PgbqK0DAiuC3zpzm2OwsD/9XdenFE2IwAAIABJREFURSQxO7w0MIjy5PE7PH50j/XqEgDfTMRXRx6Uxw8es9oEPnfrFqkIy7HDp0zfX5KGyMjI8fyA3//K7+YQS9/EFwIF5+f4ky8ye+UnSQev0HpIcU3TBlLMNK6lX8wYU6ZvA23jaTSzGQZOLy5YLVeUlDk8PqRvPM899xz3zy+tT6gM5KysouEGQZEmIOs169UlJTv6ky/gFgfIxV3y5h6+bSh5U5/GBucaBCMCrsztGqo8weGcx3uHD84aMQWKh9dffZW3XnudF15+icXxMaHtcWKVNrQGddS4aSeFNti4pkXwTYtqNnbX1fsOc14JjUOcQnFoydsqhathISrOnMS829oHaq1WuioxkpJ48PCM//1//h95/Tf+KYwjoIxpBBWenC+50XUmh2OHGT5Os/6nIswUkZeBnwB+CbhdHwKAe1jp5KP+nuPjY9brtbGwdTCYwjv6riPGuNW0Tt64TdOwXq22WuNtxrvb+U1OoG8bJ1xM2+uc34LCvu+3AHca9PfB2CT2nsDvtJ/ee/rZbOuxvP83+5Zuky725OYJi+4BT3TJEAury4G777zDcb/g3t1H3Hn2Gc7P7eYfhwJEbt+5weHhIX3f77x/U2I2m7FYzDk9fYLIMYeHh3zvtTfpFmIP/dI6Vstm4PHpA+aL57bnelp8TDfKftzlvhYbdouQLXPATnIxSVZsv1asVitiNMC3/wBOxz9dw+naTO+/3af63tevwyRLmZoA94/h+sT1g753teqztBqNG/h3iG8ZVJmnDOKsY7coWUHx+N4M9zcbayAtqgzjiGsCvmst1xIhq5Cklu7FBnnnzGs0qyJt5oZbMzs+pO0agi/MgpK9cNk4FuGQUS+4c/s55kcLEE+683m6gwN+8e/+H9z83rf5/As/iu8GMsqKQs6JLmXWUWhCxyqeQ1FyEyy4BPvaNMHY8RCYd0fM2gOK88Q8IppZnNzghcMTskZEDpl1Db4LFOdRCfRdy5BGNAtjdiSgFQdDJA4D4pX1+ZoLyTQ64+691/jcUcfv+7Gf4OTlP8Rv3HX8/d88Q/LXuXF8g/nRATllDhcLXnr+BV65Ffljf+JP8dWf+7usFIZsoSDBeTQrw7LQNAPSzYg4ZBVxXUfxgUE8WQI+j6xTZhTlFp6sELXYMIIHRtrSEeKSC99aQ6UIjVjoyGVukdLh3JJAJqQIYv6dOZutHN8/i/rbunfre1z5Xq6Bpg8qqV//uyoNtP9N5CP2b9kyk+8Hux+1T9PrPgzMPg0I23tP0cUffn4/DEhfl/jtL+qvH4v9VwhBefbODfSt98hmrorzjnfu3WfedNx57jZdv+DVi/P/n7k3j7Xtuu/7PmvawxnufN9MiaREihqsKqpcO5KFom7cAW4TBKntdEiLpkgMFE3SuoCRtAGCAoWRBmjaJgVaqA3QNk3cBHbSGLFTo1ZcK3Ic2/SgiRRpjo9vvvMZ9rSm/rH2Pvfcx0eRlGhJC3jku+e8e84+e6+z9nd9f9/f94vWeQK2IgUQeNcSaHGNXt17+jd4E4PbHz3DyR7S0VLYQm+N1RMS5we6+s/qs0cvervOmDa4vlut7UOz+VAxHfo9Llzidzm+1XkbYkN7OMYXJ1gbOXzQcHq0YHe34JMf3WUeHJt7fc9Df589O5ihdUZUjrYLjPKcggkvPf+AGC3KeB4cNbz+6i2K6ePM7W1UKTmplsQZbOgNPnTtKtshw+kWiSJGhZU5+aWPMH7y+5hefYboOlxn0XkPhKepEVcpwXauKIxmuZiT6ylZnjOZTDg9PWV2dpZ40qLk8PiEjd0timLE7Pg+s0VFRDDKSoySeG1YOMFkMqWuaoQssGqHqg2YhWdDHtD5iFSmB6UBREqg00phtAaR/IjTfdxhbUckNb8RAnmW41zNchF4cPcWR/fusX95n+lonMKblOqb9JJtnOjnZ4gRpSUxcRupx0iK/p6VKm2Qtl9SRFywCZxLRRTpXke0+NCl3qE1h5R0HjVCRrzvqOol/9NP/UUevPwccXmK0JKszLGLSFMtGRlN3ttkOtsBrCxr327D+S0DYyHEBPhZ4D+NMc4eWiyieItYJyHEnwb+NMD+/v4KuJ6dnWGtZTqdroCR857tnR2y3hZs+FB1XRNhBbgGULq+uFtrU7m7KNKCFhLzq3qrsfVFcbDggcRWDvZlZVkCqblv1dU5Gl1gsdeZ0nUQP4C5GAJXr19l+4W7HJuqZ6l6hlQ5nnzqSeZHcyaFTs1VQTEqNlageOWVGQKhP1eZyZmMtmiahnppubx/ldEowyF5fnaLxWLJ5UtTskKSZxl2rXlwffc0MB4DoB8+1wA+hwa9bPAf7oHouqNHJIG7IXhleN1BajGMoTlv9bsx6bSHf7Ne4hs2FuuPr7M+w03im3WkeC/mbmYMGkFWZkTfpS96J5ioFiMygjJ47xBKE6PF+dSQpmxDE1JTGh6cTjZsUslVM6GrU+Ka0BEpkoexIBBCpCMxms4Gntmu+Yo9xbsxURQIaci14vGrm9wpKw7vL9nZzjhzDV0bOH1wyKvPvcEHr3+WeyfP8oP/6g/z1LUdfvHz/w8HJ8dkWYqLysoSKwSTq5JiXDAyY0RmQMl0YyDJSHzVoIspShsQ0MZA7T3Ke1xMHHnlG1w0vXdz8mYwswWMS0TVMCeSm5SMF2PAaGiCJNOR2ltk4xHzJf/av/cnGV/+MC/dPOWzn7hKkZdksgNdQH8+qw5ev19z+6Dlg+9/ks1rH2F+8zmEjlgXsf2CblRO1DKVDYmgJJGARKFCJDQdnTGUQuJkQYsnSkHmQXuP0qn72wJCZQThsBhyBNIHupgWfx8WlESqNjBDUMqIlikyHv3N+Ri/J+vu3t6bvm8Pf6fWweHwHg9/32Jf4RBirW1mMN3tWfpvxE5/o7L8WwHxt3puGCGmxh2QdMKlG13/+b5Z/5qHWfPhnjVs1IP3xAhFVnL92lWkeYkQIjoqCILdvSsEIqddixGpGTMGzeZkj9ZW5GWqonRdh/Nvroatf95UBk+Ja4QePIees5cgVVxVOJuQWLbYa0BDL88aPsN4DfwORMTwuQa3pwuSkkEHOsgz3sV4L+atVJJylNOS4U2DFA4cHBzW/OrXDpnsbuCjI3QRbIQoMXlqZc7MLjpKhD+hsjOySYbelMQSEB4lMo7nX4N6j3E+YjzdIssE7bLhK8+9wtanp2xpx6IrUQIufc9nkFc/TCz30VoxHhX83gv32N6+xng8pRxrqmVFU9fo4OhmS2oiB7duUipS46C3GC2ISDayEW7SkeeKZjnDOlCyJLZL5qenTKYjRuOS09O77G5v86CraeslBNDFFtW2RiwcQTVI6dEmoHSSH4iYsA8+PdbR4nBoNEpItJKYLKPQybo2ZQ91vPTK17l0/RqXr11jMtlAFmOETPZvgtRIH0QkiuQwoXoMNMoyiAopBSH6Xnohe+YYtDSoDLxLBoIhJmwjtUQGSUFajwf7XkEvFaSBEPnrf+WnuP/61zmenyIIuMoym5/SdZFl3fK+xzaRpF60ztm08ejxy9thhm8JGAshTD/J/1aM8e/1D98XQlyNMd4VQlwFHjzqd2OMnwM+B/DEk0/G2WyGEIIrV65Q1zWnp6dsb2/Tdh1bvSfuAFybpqFpGsqyXO2qBwmFc+5CGX9YtAbgp7VOUZmcLzQxJkcB37/WUOIfJAIhRmzXMZ/P0VpTlmVaPDgHbG3brnyQ110phgWnripiiOSjjI3JiOgrZosl8zPNlUsbdG2LKTMaV4HymAxMflGSMQDXdTlClieNZ9u2WBeYnbQc311wcjAHCZNJwWRzK11sfW51stJq9ze+QYc2BHo8bGQ+/O5wPP31T5HFWrO3u8N4lAJWhvM3sLmDa0eW52TGrB5ff23hPVVVXbgJD8c6CPyH91zXvEGa7KnB5Ns/d0dlGfM8Z7e8xNHRIbapKbSiCw6fazrXYoRAKYlzAoFHIHFoZIQMwVImezQdI6GzNHWDKHMyrTAiWRnmArxIJSbZnwMhJQjFj/3EX+W//mv/AyrbZTbTLGtH1S45PrjPzuY+r9+5zfLwELtsiD4jQ3L9xjXyrRFnv2v5n//H/57//W//b3zi05/ljbvHOGGIUhGFTDGymaFuW2SE1tkkrYjpGjYxEsuSRkSEd+gYIYCKEeHhzHUYYSgRNL4hqH5D5Dy1BNN6Fgg0IjEMpLhq50Frgcxz8lMPruXP/9R/y2vHmvmZ5JkPPgUhYoygHI2xLiKjYJQbdoTkbBm5f6T4na8f8Kf+3I/zX/35n8S7gFQB0ctWKmcZiwxkz3ZoQVSyBxvJS9uJyKnriFHiXIvBoLMMLwS+TY8b0nFPhGYZLd4JglSgJL7piFlGIwNeeSYqQ8Tk7tJ6iQ7yXVNv79Xc/eAHPxAfeu6CtvZRDPJbHtOjD7TXrr7l53gTe7P+3sPP6889fLyPOjYpBLmE1rUIrciCoBDJF9Wt9LTvfjx8LIP3/fC4kirpKTPNxsYGMYZUxo4+bWqFwHYtXduQG8Wla1c5Ob7Fsj6mHOcJyKBQuaITgEwlZkQCwCKsMcYhQExVpeGwLpyz/pQO1b+6rpmOx2itVumaw32x7Fng4Zw+fH4fHoOXwUM9fu/k/L0n87Ywo/iRvR/l5bNf5VDdost96pGoAyJXYBeUquT0aIlwCqMMIAkuoOSIshR4vSBoT6vT+RXzQFjUzFu4tP9+3NYhSz2nqgyqlYwLzfWP7HFzdsivf+kun/zYJ7j21McQl54m33qMMi8odARVMJlukEnP1nTE2ewIKWB7axPrHIezQ2KIXLn2Ppr5CcF6SpGxUUwwmSJqUNMrHB7MsS0IMlRs2d4Yc+3KDkJGXnjheYQM3L7zBk29YDmrCMFjCoMsNDL/EDEKxOImRJkqfER8TOBQK0XwqV8lOHAy9H064OuGhWiTq1eIoDTHR8fcuXWTB3dvs727zVZZJvlNyqTp+yYiUQ5z5rxvCNEH/YiA1mnDnGxKh40zmNz38zu5/sg+grprHbL/3qbmbhAusGwCf/Nzn+ON536DdnmG0ZKmiTSdJ0iY16fcuHEt4aR+UyelwIdzDDhkYLzV+FZcKQTwN4DnY4x/de2pnwP+A+Av9///B+/k9SaTSbKx6QHboKnNi4K262jqOum2+gaAQT6xHo9c9bKK4Qs/NNLBeTet60HdEE6xLh8YgjSGXbHupRlt07BcLsmLAmNMrxmGtpdTDEzquhPFsHAOEgClNW3VkRWKLBcoFckKyebOBkI5qrnDlIKnnn4/01FJUeQUZb5K3+m6Ducci0XSSA2srBCsZBan3SkhRnIJ+1slItd437BRJnYbcS5/0FonpnYtzCPG89CUQd/rvV+x7QNoHcCz9x7WfKadczRNc+F1huM2xuCdw/eSCq31atMwnKvxeHyhRBhJRvV+2HBoTdsD4GFzIPuGvbeb6L+fc7cJHVrm5FkBzuN9xPqAIJDJ5OxgCaCTNir6gAuCkTYYpehCYHN7Slu3BBeQSqWyX4zkxmBMxua4RGiNkAptDEVZIHSGkoL9S5cYF4JGRKSGUSEp8xHb0/fTNZbPfPLj3HlwQF113Lz5gJdffoPOdtjDimt7I5ZHO/zEf/Jn+PE/92f5yDPP8Ma9A5bWUTUeCbiuS6leJGDulUhsVwx0wPHhIaNigs4UjfB4AngIHqQwqAjLpiX2NyElJEEIqhAprSWLAoejdpbcaOjDP4SA2DnOHtzhL/2FP8OrhwKtNtgcjSFKxhuCzAS6NtI5wXSk8CTZSZFHdrcz7h+MmFFy48bjvPbai7Rdl6yshMbHSNe0IBQdllxFMpNkLEEpPJKss/igyEUGQWIDuLZFBg86R0tF01U4JRnLlGioiRADXUjMXa7A+4bWB6wDIXyyZDKKpmremY7092PuxtVrrr/+hZ/fjlm5AGp7nWrayMqVWjVlR7wzMPowIF8/rvXxMHstxKBvTlUoFx2LOvDKG3fY293hyvYEY+TqMHxM89m/zaE9fAzrQH5IVh2Y4+SHm2Jyp5Npr8uHKAwDCMjzjCJL9oEHBweUMmM0zVA6OZo0zZIYI+OtHZSQDPS2FPLCcYi+aTXVO2Lq++hlK0Kk2OCBDCqyHGNS+dzFJIOQUa4YRNtLLYRYeWC86Zq8aY4Oxb63PnUPn8f3bN76CJMPvI/Fs8/h2xNMETC548qkpNwy3DvK6E4aMjciiEiIqeciywGzZGk1wWuQCrXI8Fak0r3PaG3kaHkTHUeosUDqQDSeVgQWVcdHH7/MB6aX6Xb+Obae/AHKKzfw5GkzrDNCgI3NTfIItm0pytRj0TaBw8MThFKIYJktqhQ4pDQyCFwAoQVSGmYnC6KEO6dnZC6g8eRGEuhYLhfs7e1yeHzMzv42R4ctXafwbcR3HfV8QTYdQ77NeKdF+oboLTJ6cqURgcTKZhrlc6Ssk4wnIZ+Ed6ztcZDEB0HTtNy9c4uXX3yBK9euM9rYIp+YFeCVgtRALdKE6KxfGSkghmbN1JcUo0/JiyEkiYVg5dikSJWVGFLj3aCB1jKkHmUEy2bO53/hZ3jlS79MvZjThcjZbJ6uYYz46Nnd30b17DNxcFmRSBl6q7mLwTyPGt8KY/wZ4E8AXxFC/G7/2H9BmuB/VwjxHwGvAz/6di+U1s0+UahnYq1zeOdYLhZs7+6ududd16UQgp7NnUwmKxYzyzOGQplSaScd+kveVtUKiA1s8ACgh59DTGzCOtsZY6Rp25W8wKwB7wEMD5KJdd2slAKhJHXTUjcNo3KEVNC0tm9YUlg0vnHMjjva6hZPfegJjFEUoyJFSK85ZAzAcwgRGUD/crlkd3c3BWCMRrTblul2gTkTWOFQJvnFRhKTsi5HGATvcB6YYbRe2eKdlxzScjksmOvSk+FcDRrvIBIIMi6BKmu7lK5XlDhnV793wUKvl7YM19hau/LtHN7PeZ+OX6T0t+GchBBWbg/fqbkbmoZOpU1CDJE2+KRlssk/UQfofHLOUEIijUbnI65ev8ylK9coN/eYTDe4f+8Wrq3Z3dxic3snGfzrApkpxllGlhX4KAhRYLShdREXI5Oy4MUXX2Hn6oTdvT3GpYAoWTaSRbPk0s4mVXWHTASu7E7w3WW0FMzParpwyuUnPkZ3/Hv8w5/9+/zgv/Kv88RjH+RrL7+MpqOyEu8Dzgdqzh1dROS8NIag6joyNCEmO7LkiwYqpkY8pwToxIwHF3AxIJVMvq59jHSeaeg1vFam3x9JyR//4U9zWI0xsqQwBUUmMCbiXeB05jClwbaRw2aJUYq8UOS5YDoW+C7j1btzPvoHvpd7d25S10ukEGiZbAdjloP0SDzOR3KdyoM2RGxnybQgeM8iVCjf4dUIaTQhSqLzKElyygCaKHBREYKDmLrApUpNdz4aOl/jfNN3VCuIAf/uhZrv2dyFi6BnvZIzfJ/ecfLd2uvRAzN4SG78iPEowHtRMvBocPxm8N6/SwQfI7NFyxd+83mOF47Ne0s2R/D49T2uXd4lz0zyTF1jW7/RsT1K0jBs5gciYPXvRUCIxBSbGMmkoEMhGWRsqQU3IMlLQykN9bIiRk1nO5RKgVWJER7APqvy84Xj6WPSCaEPEOpjpIVEkICC6T28U39If21gZTUaYyQMYJo3exlf+Gz9z6L//+Bc9A7HezdvpeUrz/8C7eIBIbY474gy0Iws87sVZ6ce6VLDlxCKTGxhxITKHWF1A2WD9L23bh5wIdJ1EWrNZpZTW0u2lYik1gq0yBhPt9jau0HFJS49+Qx+4zEmu1cR2uAah7ORBoEy/X2saXCu7R2JPM56RnmBd5bOdngtmFcdo0IQrCOXgrIwLOsmsajGYIxmMirANkhh0UYBirqF07OK4CLLReppkVojoyCzntP5jFJqNrYeI1MeX58S6zOir4kxuQZNMk3rbP8F7SvQKskll01DIXRvQ5mq6PfvPeC5rz3Hkx98munWDsoUCK2hbypnAMcRBAGC6y010zT2/rxCPGjeZeybu0PsQx7T73sXetIzS8RMTKmD9964yW988Zf40q/9Y+69cZM2WhrriQhcSHHcZZGRG4XyAa001qVm0UCf1Csk3rvfv+a7GOMXeeu99r/8bl4rlX7iiqkdloO8dyDIjOktkFjbAZx78MF56V+KvvOx/7mqa7I8x7qLMod1a7V1oOz8RQ9kIURihIVYgeJ1TdygwxJCnDPUMTVatV2HdfYcLEiBzgvGGxsoVdMddyxO53Qu48NXN9ncGPeTTKCMwuhz6YKQyfKrrut0PEqtUveAXrZRsrkZuHHjMnXTcLZcMJmOLpQnL2iV+5veeiPJsOANm4L17vMQwur9hJQXgPYgzbABFlVHaTxllsrmZVniA6tu0HW5ygCq198/hN4SbG2TspLIxHN93Pp1eDes23s5dyPJesZ71wdxRKztExx9uunI/nwpqdjd2+P6jfcxmm4xubTP9tY+crJFnudsXr2OioFJOWZUljghiMoQVCpXCanwfcqdiCBaRxUDnsjte0eMtxZ4t0nTabQWLNpA6zOOTxepIdBoLu2PmIxHGJNx+417vLw4YbSxSy4qXnzuS9y4doP9S1f5wI3rnBwf8fV7J0TfJe9lmUAyIWl0k1NyhtRZWtD6Xb1EEmWgi5FSiNTMoRXRaISL+N42UcXk8NMJQdbbELqQvv1aCHIh2d0sefKZP8DtmUGJLJXDowUPKggaB9WsQaI5Ol2QG8PuTkGRZ6makhvqOvL093ySrz37RRbLGW3XIVBkUmAJGBRGKFyfYhVFxAtSd7SP2OD7snEqaduQZCJSOBoCEg3R4a1HxLQVDwDOJeY5QikUuRC4GPFBEqNABteXFb8zc7d/vTd9l4bH15M23+1rvtvxKOnE2/3bhx7ty8WBs0XDl75+k5dv3U+Vl85xdiJYVpbWBp56/xUKJfHv8GM9fG6Gx4Y+iQvHM7CoMW28tIpYF4jBMypLsp5lbtqWPDeoYDGZTPaaQlHkhizLaexwkeVqk7E+zgFGAsdCsBbrzAoAD8ee1s/z6mp/qCtSag2Cp+fe5ho+iln+RuM9nbfC8+Dgq4QgiaIjumTZeRZbrI1IYdBjj+8g2ICPTSLJZI1UEZxGONBCEl2LDx7hS0pzmctXPsBrD57lU5/6fqIwhJgRQg8aywltVzKLm+yMJ9jQMZI5wXY0taMoc3zbEQRkRY4Pnq6LCRg7i/U+JcTJDBsinYsYl1wYhipV5x110yCCZKscYbKcat7iXSAjQ+qcqlmQj4q0VgpN52rwXapUOU/X1iAcymfYzJAXG+QbG+QqoELHyd1bqatCWNKqJlZSn5REB13bUeQlXdfivaeqljy4d4+XXnyRy9ceoxhPGU2mCNU7J63mRUyexr2sIohzOWs/D1JzfUjNf2kfnSwGE1vM2j09EKLAE3nlxa/x5d/8Al/73V/n1ssvUFc1nQIfBV3nCTGQG0mhQfQbRBnPU4wjfeVKXPTifqvxXZF8N5y4AWABK/ZytL2NtY48z8+BXc8yAitZRSrVe6JMi4boL0DbtL3/8MUu4odPzgqkrTWo+T6lLcuyVH6S8lxqwTnDMjTaDUMphe8BrfOprAAJHO3u76JVzunBCacnp9TLCl8qnnz8OqMiw/QasIHyjxGapmFzc5O2b+QbnDuyPGc0GhG8p7Ud80WF1IKr169irePOvXtsbExWxzqc14dZonV2yPfXYJBcpM88REqeN4QopVJnaj/84EPNAMJJn0Wmjci8XjDKMkwvOxk2I0IIQq9vHsDvBXZiAMckhnKYIw+zSt/Mzfi9GBFQRhO9QyFRStKFgHMeJRRKpP4PhMJkhsvve5yP/8HPsr97idpkhC5y1HREAVtXHqPMCghpMU2We4q66wjW4X23am4S3uNcoCExAJGAkRZvHWczyWgkmC9rqsYyPzxM1QeVgQyUmWBjbDgwltn8hM1ihMzGCFnw/Je/wu7ONp/+wT/E7njCKw/m1LbB2YBWAhkTG61EAv1aGEIcSubpOyxi0iCniETw0WGkAiHxIhCkTGbwPvlUapFS9GxIoRdKJnZskhme+dCTnNgxmdJ01mKDwHUR0UUKLXBC8+DuIZNRyWxeYbShLDXTSY6UESGhMBo5vcSHPvIxDg/vcefBAVEodEy+xVbmKJ0gfQi9L7YyGDTSdslmS0uEhxAd1iUT/WTZHTBCYGL67sgQ0CsADFIouiiYaE+OIApBQKyM8EMfrPKdmrvwZi3p+mbzbbXFj3heDC/+LoDnO5FNrI91icfAUhMjdd1y8+4hX3r+VZwNTPNILjwdOXcezPE+VVgev7xNUGJ1vOJtjvdh7fMgR1snG/oVNb1MSHPPS1J6mYC97Q2KIqOqax4cHSG1InYto1GB0pLca3JjUEon5jlGIhIpwjkhvnYMCVAMX764iiEfPtPAEkcRE0ETihXjO6TgrTuGXDifb/HYw3rw78SIUYDrescDj44B6aCLkRAztnZGWDnDdh7vPN61iT3OA9EVhOUIIxImWCyOqLsWrQXZeBud3eCDz8CnP/1vIrIR0cN8dsbB8RFHZxWdhcPjEyZbI5Yzg5SKtkvSOISk7S00VVbgRaRqU4KodZamrVFBoFWGby1ZXqBEskiTRtPFlCC3WFTkKmdSjqm9w0aBwNB5g8WBFmzvblGdzpFCYrsO11bkUmCrmuhbandCWAbyfIrev4zZ2Ge8OabEUy09rmsIcd5/94bvbAKmSqWI6lE5vkD8zeYzXvz68zzzsY8x2dmiLEuk0gy6mqFtUvf3dudcj5tEL6NIjeMxRoKPCPpNmpR9mmuaX8kOE0L0ECJvvPYKv/GPf5Gv/tYXqapTlstFShCNkiAU1nlyLRNTHHvZhVQ47wjrmeohEmKq6r4dGfFdAYxDvNhwtc7mDu4QCSSeW7I9DHKNMYQYcNYhZTJ4TvqqFMpheh3uUKq0Oth1AAAgAElEQVRfZyyH97HO0TbNyhJOK5VKVM4l/bEQ+LUy/8AQD/KDtm0J3pP1VnKBiKtrxqNRchoQcO3qNsJ7FiczhM7oYqBQiY1r6pqN7U2KIk8C+Zh2TU3dsLW1hTGGzc1NTk9PqZZLBDAuS7q24Wsvv8LBnVP2r21x/dpVtvZ3mNVzTFHge0nEoKtZlTL687wegDJ8pguAM1Eg57u9NZZpALkhRqJzFEYy2SkxSqOVQUhFVVU0bcPWZIIpi1WgBT07LaVM5b419ngAwIPFzKAHX2fs1w3vv1ND9iAohoiSiizTuFbhXUAVyfi8sel85zpDlxvI6T6bO1cROM7mFWHeIIRg3nW0gPTgrCfYGqLm/uk8EUMiVUKkD+QiMWSWVGqSeSQXNdJ7WicQ2uKqU04enCBDS16WKGuZHZ6yWJyyqFvmVUN3eswsWzLZHKHLDV5//TX4lc+ze3WP7/vez/D0jU1eutUx94Gmcxgt+6AdRyRgZYpTDVEQZF8tsZZoAxvlhCUduICXEWm7xJQqSYag6TxWhZQm5wUxCIxIwReBwHhc8MwHnuLZF07QJlLkmugkbQfOeyocHs3hwT2WZYHKSmwQLBrP1EYm4xRIUuSar96a88GPfJznvvo73D84hOjxITWvOgIdAa8MWqQEJxmSGwjeE1VOYzuKGAlBEFebZ4OxEUzfwS0jUaVYVNHHWhuVQfB0wtMOYTR4nAAnUqPWoxjBb8+Iq43owyD4XX+nelslEXsrJqAngXgYcb4T4LuuIX64nP+ofxdJy8rhyYLnf+91louGUsvUeKUlWkW8UhycLXj2Sy+z9QMfZzIZ4UmSL0XaGK0f6jeqRq0HE53/gujZ10j0lkwKyMZc3Xkfm9sbbI4Uko6js2OOTo/QOkPaBvqocaUlyii01BQqELxDZCWaQOhB77D2rmRm/UY5hosbm+F6hhgQir7nQaBESmEY6rIDuz2cy6QbfbNzxzqZMvz97crRv2/DQ5jptPkwCRzLGNAYnI5oLZjNPM2ygZC8E4iC2Ch8HcB6svEuSpXY4HDeoZWl6u5x67XIn/rJP8t0fx8lA3fv3+e4blnYSOcjGMVicca9NyxZmXE2d+jxHuONHRa1p+kEzgaW9Ql5WdIsHZ21xGiJLtBUHVE5CqPY3JymKpntaELEL9vUXO8F5cYEZIq/zsoNkIqq62hCR1mMWDiFqzvcskoOOVIiCNjQYYMldBbpO3Jd4pqWdlaTYSgnOZs3nuLsZI6fLxCiJcQ+OCokOYRSBikFdV0xiC7btuX4+Jibr7/Kq6+8yO71y4zHY4reaq0P00tDrlWBB+nNIMFDoKVE5ILg0uz1PgwQg0hEq4AVIBycHt7jH/29/5OXvvws1eyIRVvhomLWLcmygsbWTAtDpnUfKZ3kbVInaVIi6tJ9epUC+PvtSvFejXRyzpvCBveDIVijrlqEYNX0NXzpU7AAONdxcnJyQRZgjCEvUuTiUOYf7N4GG7ZhUS2KgqqqEEIwHo/PT5pSyY1iNkNtbZEXBX7thA4619g7LQxSgcGuzTmHVIrcZDjnsN4znU6pNlvu5YdUXcfpskafjRAxkJcjyiJH9ZIONzCk/bmw1q6szmazGVVdI6Ti+GzBX/lv/hp5mHD5iX1+5I/9ME8/+TjGKE5PT1PDYb+YrvTUPdM9bDyKorjQ0Db8WW+Ge9h2bbBxGz6rMYZoHWY0WjUkSikZjZIuc1yW1H2YQlxzpRjO2ypdb3DOWGP111mSYTcKrH7/OzUi4ATofudttCEvcpq2YytmtCJ1pCeNlUQGT7OYcfPEcHLqOV0ckUXDZHMT2ohtG7xNMcpaWNrQMVKSZdehtUSoxMYroXDRYp0lF4bOBX7rS1/i+vsVjz3xPYzHik27T1Hs0Iaa+VnFRAVG5RW29i6TS8fOzmPELvLiay9z6/WX2d6YoMbbnJyc8Xu/+ZtsZIYf+uwPMf9//z+2J3BweETbtXgv8VGiM5lkLURClAgXyJUiZBmNdLjcMZYCKSacxQRA2uAQwSW/YgUzIqUKvduFplAaiWCsI5uh4X/5P36eG0//AJf2BCcnc9CeprPUVYMUkBVT9vf3aboGlWmUMOSZRBlwKCKG3b0IB/DS869ztqgTMw0UWU7deUalQQuJ8A06Sw11RGi9pxKezFcIBDLLsKQ01FIJjE7R1YjAIsC0Z8idiLQi0IV0kzTRM/MtmVGEdgDHAhMjPgreJQR9T8ewAV7/8828RqrgpWYaCRD7jfe7eLlHAfO3AqXDWMlAZMQJybxxPLh7jK8rzNYEGR3aR5x3mCixQXJaeX77+Zt89lMfTBt6EsCU8tEs0qOO5U3+7gNr3T/XthYjJnzik9+P72o2M4Um0Po094KPKytSKc8JoczkqZfApSaph1e29fcbzoPvbeKQspfxnevCE4GQ5EvngLlnyYfzvXbsw88DQH6rcsb6+3+7RxRQB4six4RkHeZVjYgzCl1w784Bk8kYRyC4IbJYEEREKUloxgQx5e7BTTRztjKJNpDvG/7If/jvwmRKc7zgpDvj/u0HuNZjZI7MIDcFBwdzXv3aV9DlFvvvfxKjIyFWOAzOCupZy2aWc+/BTaaTKUokwBoRLG1HjJqNcZ7ucTHQhYD34J0gWk2RjXHeMZvPmZRTaqeYNQ3OO7a2Njg7PODB3TfY2yq5un+Vrt1jdnrGydkJXnr8QhHOTli0S5Y20poJcQrCWezxMVGXyK0t6tcn1FTkeBAm9T3YSKZGtG2Ni5bJeIJ1LvV8Bc/J0TH/9//1d3niqScY5SOU1Jh8hBCq/w4k8LmqNse1yGmS53FijBMbHAFre327StHSwjvaIFnePeV//et/mZN7L3Nw/IBF1ZCZjEXVYF1k2czY2BwzygRGDBW4lD454AlrL8ouH+W+8qjx3QGM+4NumoYQwsoFIVmIgdaKyWRygdVIwCyJ3iOOUVkielbUOXfB4mzQtA5gbgB4692J6z696wCtbppVmEgkgfPhQg+/MyxCg0OFtXbVlFEUeYopBHJjCDLS1TMy0fHMBy5htOTo7IhmUXH1+nW07g2pnaXt7MqibT6f03Vdkk6s+Q7fv3+Pf/gLP88HNie8//1XOQ2e6BOrvbm52YeXhBXTPhz7cJ6Gczn4VQ467HVt2iBXGWx/Hn5+GIODxcO+y3mek0lJLhVeBlD6QjjIcA2Gprxh8q5ruofHvPerc7s+2b9j4DhCSUYbawICWZRkQnF8eofTUb/J8j1T7yzLIJmpEYU33Lr5Cl1bU2xu0sWUgjc0D0UFeUhlqRBhYzSmCg5LTOEePqCiZCRzmiCpY6DUY2Jp8Npxp1aMSkPnM+qzmsuX98g04D2hbcBVfPypqxzf3uL9N36AZ//JiNu3v4ytK47dgl/5Z7/G5RtXePnJ1/nDP/hpfvrv/yO8MAQtCIAxOblziOi4RUYZLBJH5y3E5DxRW8+kKFlES8QSVI4OGicdjQhIF5kKQwweGwKF0TgX2cohb+d8/lde4OOf+bewbsn8rMELweJwRnQtCM+i8VzaK+ikYdkERFORm8CxUgRp2N0aMSlBk3G0OOVTf+gPc/f4hNNFQ1edII1GtC2ISOdByaQP71SK1tVRkgmNtV3y6gwWtEQisaToVB8lsvA476mlwgefCiK9Hrl1FU6Ax9MIlaKSnevZSU20jm8+nuZbH+s3iuE7NTCh6yzhNxpCrCtOk08uMrGVKpBSH98l4H47GcfDz8kosHVDvWwIXQ4kG8sQBLooyIuCxjpi43CN5YVX7rK9kfPYY9dSA5RQff9P0nxKWLHgbzVSpSsFKEg0MXgkhoPjil/6ref4Fz7zGSKO63s5y7ljsWxZtg1VY9HGEEKHl0nTqSIYozGZRmuJUgLbyZVE4q0++2od7I/9Assd+mh2CXXb0gWfIt1FKpc/PB5O+BOwkg6uA4Vvpq/jPR0xkmUBJR1lviTPE73YdpEmdAhy6oVDiByVewgOGwIhGFQoEAHccoYnovSIbDLmscffx4e/7/sQpqCxFS+8+Bq3X3uD+dISRYbICjohWMwf0B0dkdkInaBa1DRhhpjVqACXtnf4yId2+PJzX2Wqc+qTV9Bo8mILqwsKEbk/P0bZlr2NKVoGTIxE27Go5jQ2YLQkz8dc2d7l3sGMB/OO2nWUqqOzktuv32N2fJPj12dsb+1TFCUB0Lpkc2tM1T0gG28SuwoVNcsHh7Szmnp3m/fd2OfS1i73jk7olKQzI8bTTUSmWNiaqrOMjEd5S4wOu6wQmUYocN7Rdi1qAZ//uX/Av/EjP0KRS6SMKJ2DkLgQUSJJ1Nq2JTO6r04kyZi3gbrrEkk4HkOMKHO+uXNeMG8bJmbCf/mX/mOak3tEW6FiQMbA4dFhSr9tPfs7m2Q9idGEFIGdKuOpES88ohT38KbyrcZ3BTAewNp4PEYNYAgYjUZ0Xcd0Ol2BT+vciv3sbMfRac0oC4zHkxWQ6rqO5XK5AlmD2wEkfW5mDFmer5jSoiiSz67WqwARYxI9v7ezQ922RCHAJybXB7cCp5AAXdu2SJG0gwObPbDfVdsmDXQIROe59tg1tDG89sobPP34Y9w/VSCzlPKnJfceHPCFf/osv/zL/5SNSc6/82//COM8owmePIZeB5mYOmM0extbHIVb3L57i4988pPsbW+ilUQICcLg+lL+OuAfwHCMKW4aoCzLFZhdT58bQk6GTcDgkHEhtW6NrR+Y7WGT0LZtslrrz6vrG/DWre1CCKuGwuEa+r7bWkm5miNN06wcNNbB/VBN+E4MGwPa6GS1FiLCGPIsQ8aYGgCk6wEvLI5mvPzbX+FLy0NGrqORE57e3qWUGa1wIAOGPolKgdAyld6J5AiymMr8hVA0RiGdx3Y1I2PwVU2sj6GZMVtu0ZaWtvIsXU48hY1SoUSEmDGa5FzbNlz/0JM0jeDKh+5y7cnLvPrcb3Dz1d/BKE03r/nFz/13/Oh/9hf593/sj/Abv/1bvPHGbWzT4X3F7apmvD3heudYRii0oe7ABpIfpXfY+YIGwRaeLlja1uGiQ+hhkWrIg8F7CKolEzAtSi5fe4LxzuPcuTNnR0VuHbTYNnD39h1E7Ni/vMfG/g3mswfkxTVU1EnjLhSLpcXHiiLLEGjKTPHkjV0ezBecnh5j2yXee+q6RktJV6WGVrSi8qB9wEgJegB1MDU5ru0gz0CC9TWtBzUa4asOlRloUwkwkxJBpJGekTY0VqJci6RBEvAYbAx4vyS42GvevnNjWBcGwLUewz6wPsNa9/ANZfXzw6QjvdZwTeL3Xoy3AstKqhS20gaiF2id5Eyuk9RCsGE0u5MRcZqag2d1xRe+fJN/abTJBy+NiUUvH4tiEBi87Rg2EEIk95HjswWvPTjjYOH50ONPsjmG0+MFwWxT5IaIZFYtOT09Sc3gWtP0bGFYA5sJ7CZ5mnoHLHpi6uR5A9Qj9eJrjdb94957pEqJYw+f1YelEyvn2e8UGF4bQoIWASU9eQn5KDHbzmmasyVSlQjnkuY/V5hxQZ4btJScnBxhyoYYC2R9mStX99h5fJOdJy5RXn+c4OC5r36dV59/lfv3FsgQcF2F7zryYoQup2A04/1LHC1nlPIqo3xMaUo2xxHBKQd372B85MHBA3JmGN9i5X3cxhW2xrsskMzmC4LvmEwKQrRUVcVy0eK7yN7uLlUXmEeLU4oYLca3bBqF8QsevPQas/t3CNUxT17dYVxA23rOXMfJbEEpYCE10YwICKJ3+OWS085xcnbElctnCOGQWLSMODpEsUOxsUvbLZCmYHF8n6PTI1RsmBQaI8HHwLLr2AJ+69d/k+/9gc9SllNijIwnm2hdgpd46VfYwPc5EJCKD5311G2DyjJmdZXu7fFc8ytixNiGn/jxP8Hi+C5dIwhSMO8CyzYSyajOajbyEt92yJ5EDTHiBqMC5JuY4UEn/U6rHN81wHgAXd77le7U9Qv2oH1dWUX1X3BjMloLme4lGFqD96vYP+89i8WC6XTK2dkZRVFQluUKvA2Lf9u2SClpvccL0CYDJTlbJmunom/8U0r3uxq7yowfQjwGb+MBhA8Xpm1T819VVYm9BUajgqLMaW2Hc5Krl/Z431NPYEYli8WSf/LFf8ZzX/kq1zdz5qdzfvrv/DR/4Sf/c7ZHY06OT3hwcECIkZ2dHXJjuHP7LjLL8PWCcTlmNBr3TKxDoAghAciBEQdWLPrAviZZyrlH9PDz+mcaztsAnIdyYtd1F6QTkDYgQ+qf763WUiDF+Y12fZEdPJ+Hx4wxqN6FYp3JGI57YOeHksm3Egv9rYwYI7ZrQQkIAWUDAYEqctq2Yjoa07g+xEEKsjxja2ubnZ0xhWvwk0tMd7eR3uEjuCiIMVmyqyAggFEaokSoVM0I3tMOiUBCMDI5WkLnIvdefQOzlGw8/v0onXHlkqC6NaNZpu7d6VQTO8vrr77B4dRAB6E55BMf/RCNk3jbMj+bcXryMl/4wi/z43/sh/j8z/xN/ugf/5P8wY9/gieuXuGNO7c4PD7BGAi+Q25OeO3+kjamRkrpA0YoxkayjJFRjHTeE2VgqtMtNgiDUpGTFkIGZSNRLvC+zZxqdsSzr7zC1vZ17tytMJtXaZqaZtGQiYam6Ti8f0wxnpIXBVpL9va2iEGkZhAh0EYSsdRdoNAihQIFy4c//DR+dptXXn7pfL5JBTZgkYwkmNRfmLr9gVxrAgnMd53DS4HWaQ3qGstYChyRKAJSaJwPCOGRSvTBM0mHlxrtJFF4VPBEF1i67r1Fju9qPFpCsf7dfDu7tvPnz6vug4VfEk+HwfrgGx/JO2SUvxGTfHRyxr2jU7xQiGiYV9C2My5tS3wwCJk8wcdSESXUx6e8+PUXuL75PYyNQYrYg+KU6tifgdWhX2iuwyKjIHiL6xy/+9KrnNYOlY3Z3dhiq1RMJiOkEszPWqQ0IBVBSlzs5ynnJA/9n5VrhAAnLDkQ6HXB8bynImGJPqDJDxphLu5OiL3eHbqut60KPskopMCLwa4uSXuGzyli73qz9lrJHzxpQdPzcfUe3+4hhEBqhY+BthbYNmL9UHkxuBaQGYKCYCc0naGJEaU8iADG0tp7bO4ZLj99hUuP32C0XeJ9zXNffZV7rx9RzywqtNBVyHpBsC1dN8fPT9j/8PcwvbHNZDqlWnZ4UREnklxC4RfkzSnXCsn21Q1ef+2E+8dLgraUYoTOxjCfETtPNsmx/X3y7GzGbDYjy3I6O8WLlswZlqenNGcnuK7htBJM8xYtO5r5Kd/70ce4vqM4q45wvmOsM0TpubNoKE2W1qQYksxBgMchneH4+Jj9y1NUYTBeJPBvLT6LTMZbzJdLXDZi60qZEl1PDqGtyHREek/XNJwKy9/5W3+bP/pjP8aTPM1W8JSjDbTJUT5P/V4hIEXyRA4enA90PqBNhnPJ51/22mCHoG1q7r7yIj/zNz7H8b27VKGhs462dbSdT1VSAzt7myjrsEpg+zmZDBlAydSzEUKftDdURgQ9afnO5th3BTCGc/A7oP/oPXmWrQI/BunCUMaHtAuejnNUX2oatKlD+V9KydbW1moxFUKspAADkB1eyxjDsm1WzXa4vozkIrLsrUZwILjAktZ1vfJHHo1GK5nCIDYfmjSGzzYwnXmRcfXqPq+9cpvr1z7A5vaELMt4/eg2NgS2tsaIesm9N+Y8fmOPl195mU998lO0Zcl0vEHTdYQIeVYidcHHP/oBpDtlvlzQtC1EhbcQcCvQOABYOC+bDRuOoQFvOB/DpmEAuOu65OE6DJ8VQEhJZpJDQbpebvU6w/lZ37XFtXO/DmpXiXz9GIT7A/O/fmyP+v1v+xAQSYlV9Bs2JSXaGJqmSv9ExL7BwWNyw/buVvLZxrIkJysKQlWTkxpFpISRhsoGnAPhIqg090JvpO6IuCHevI+djhIObUvhKvZHHbPKMC0jezslBwctVd2A1ygh0MUWzpTIeIdllxFDpMgLiukWelSwuLPgwaHn7vEJ9cEBP/9zP8tH/vlPEb2jWZwhugWj5pjxzh5143n/3ga2q8jHAaMkUivGmWK6scPZbI6NAZwnzw2j0ZggJHcODilnnp1Jwe3jJSHAzVsv09UWxBYn908ZicDtF55n2abSvG8XZPmEne19lNJkWc7s8IC9/REWTSYVk8IwnRqKicI7i8lKqtYyW3YYM2I8nWLynBg8hVYEn9gl0wOjqBVCJ09uFSI2BoKDrI+46wOGEX3VKDqDUiLJhHyyYIsiECIEl9aeUmmqLuBjSD1aEULUJM/Z79wYyooPA+T1CPZHNeetj4cfHwBkjLxnjYVvB5x9CNRNx7JqSfdIhXMpjCVuRqztqCrQ2hKQBOdQIfDC791ia3PK49e30FKS6YxxWdC1DcVogg/n8rW0zvRmfBJsq/i1Z7/EciloomG6vcnWeMw4l0gVWFZL5mcts9kCH6FyDcenp6kZC1byrwEID64/UsoEnGOXfFfjOTg/bziWfQNz+nscdMHDNYhJOZ0AdQIFyc94eDiuzhv0vv/fYCYOrx/716EnUbz/9q+9IURsHwDU+WSP6EVEaU05SqluTRXQUaOJCNUQZYOPDSqXOCf55Kf+RfKtHcxkE4RAdHB094Rbr9zDzgBacixepA0xSEJ0ZNEzGQs2N3dxMUNYQWhqbLugdafsmZq6PqRazlFaU3QV1HOcGDHdnxLrE5rZGUJn1IuT3jmrolos6KoK4XNmJ5LJRk4QAhMtqp2xPDkheIvXHdqdIf2Ss9MjTg4fUNWWzqXNS+st5WQXFw0hyNTo1seyBx8RVuBoOTuRbG9OWc4Xicl1FlctiXmJykqatqNQEisN3ge0s6mK4T1RStrWc+/WbV56/qtMJyW5UWRSJcs4GVNDqYBAwPtIcP0mLSbHJoTA9xLIECOnBwd87Xef5Vd/6Re49fKLHC8rOpeaFFvv6WxLLiXTfJQMEPoqsx+w2KBnjn38ORclPw///e2kl981wFgIsSqHuz6xREqZ9Hg9AJ1MJhdAUSq/p0W77pvn1l0mpEwpbW3brprqHu7CHjR1TdNQ1RWiB31GJ+9kkzyZ+t9N5Vc4B+FDWX8AfisGs19ItNYrV42VHKRnq7d2NuG117l67QomM7Rty2RjwuOPXSXzC+7frYml5v9n7s1iLcvu877fGvZ4hjvVrbpVxeqRzWaT4iBRkiVIoSXFFGLJlmMFiaEAQR4CGHlz4CB5CPLgPARK8uI4gRHFgAMkQGzHg5IglqzQEcXIUigOTZlkz3PNVXe+Z9jTmvKw9j733OrmJLXZ3A91q+qece+11/rW9//+3/fMh5/mzls3+bEf/QxSaZI0pbOezni6zrK5cYntS5dQomTzyh6jckTbtpEJ171fcTzJcWDDivEdShkD+z0MnPW45fUmO7hYThu+k7MWeuAqpUAIfcGvmP49hyYVPwR29Ezx+kL86PsIKQk2GoYP4Hh43NCw+UEeEoHwfZNL7zecCEndl7GEUHjf0nXR0zrJUqTUuJChvcd1Du+G5qU44TuhITg6a/qoWY8kRmV6KbB0BJf2NlHn18wG6IRhUrSczhPqVrA9TZjNO85mLYuzORJIspjGpq2n7hKkEFTHZ3ghGW3uIHVBYwwHRzPq5Zz5y1/m9ORhLPvajiKTXMpSdC65Or7MY9tjTC1wzRJrW3zoKJOEJy6PuO3OyMsRvu0gzclHY7I849ruhLOzilGR82zd0SL5vS/e4bRpmUwTDo/meAyHB/fxPpBlBUnfUCuVpFrWTIsJwQXm8xle51GykikgIZGKJPFoKZAikJBw7bGnOLrzCt6/sBr33lk6AcIHgoDEDdaMEu8MQkbXGWMjIBKCWHIPgPN00pJ6icXGBpoQPWxlEHgkwQc6DEGqaBnkbOwCR6HF99eg9n4f36np7r1K9uta5PX/G16r/09YKQvp3RqGNxyQWTz6UOPvqin+dp9t9TlcwDpBQJEoRWs0IThs56ibhqnMV5HNwbteHwzLquPlN+/y9ttvoIhOIopof6iSBGdbNjc3GY1KxuOSLE1pTcf9+wfMO/jyt15hOr3O3pVr5DrrS+8dkMTYXSvxeFSSMjtdcLacx8VbRCDqhSTE3TUinDtPCBHdWwaP4r5dbrV2Mdi0EW3hQm9p/F6uGt6tyGVCfDc8sVPfEVYOIhDOvZDDYDHWREtR08X+HGtx1sQx7Bxt23zP1+z9PKINV7xiofdyd46VRaOUEkJLmlrS1ONDG20vXUZAsLF7GTWaElSGc4HT4wUP7p0wO1qSiwStDUEGhI6OH1pItEqZjMZs7Wyyu7VDXTs6B6FuoD3j7MErvHX4NtgTPvdnf5TXX3mJw8MZjUvIxru0xwVJ12ErQ+vBmRLvLMFZQlfhmiUqDdhujqlqlqYmFZquOqM+O6TpKnzqSHyNwLG/f0jXNHgv8CHaXXoR0ErT+owQE06QMm6AYvCSINjA4iyQaEGRF/F8hoC3llk7I0nzvoKgCD5gXKxKCBydsYQg0EqyrGte/NaLXN69wsZkSqoTRPBIHV22hIxzXwzs6N+D+G/vo0zQecvbr7/By89/jRe+9iVee/mbBOepmwalEpo2MsZZkjDOYjBP5yxhLXthnRgLPmC9WW0Co8ogrDafECta/rskK/1wAOMenGa9g8SjwGvQkg4ew0Pa3NBMN7DEA+sJrJrNIJ6coigwXUfa64kHgDsajVbA2/cuEipJ0VKhhCQv0rjDIcoiTk5OyLKM8XgcmaBemjEk8Q2feT21raoqRqPR6t8RjCuKImO6OWH70hTnYuzz7qVtZg83OMsyinLE5b0tNrc2ufX2PebVgkXVULUtrXW4zlM1B2g0V25cI008zzz7MYSUzM7mGNuSarWaTJWUF7yAV2l1ziHCxW5mYLWzirKVZAW+1j2OB9nKEOcdfOhlEzGhbj08BCIjPOzuWOTkl2gAACAASURBVNuYDNfx0eNCw+XaZmb9ZvggnSl6OIsPvZG4ByEDiVRIneGdR6qMEFqsNbE7nIAhbh4yYTBtB97HaqqIQNeEJK59EryIN7cMEGT0wQXQkv6c+7jA9pOAtJaxsmSpYLGAy1MYjzXHJ5LTo5au7chyTQgdG2lMaWs6z9nBEdWiReox5WiHdnmXW3cPefLaFILl7gtf52xWEZRga2vC9LEncDow3tmmVBWtbjgzM7q6jou+S1GuIZeGQgp8nmJ0gkxSJuMNbmxuYJoGJxVllvHW/iHjcsLRcRft2OqaRXPCbH5KJjqKdI/J+BJJmtDUCwKB6WiT0XTE6ckJST5GBmhSSdMl5F2gLBKcD4yKhERkXL8+5a3NnRhPTqA2ESihFSaE2GQXHEkgNscBiYhste0CIgtoHDJICALhoZUGYWVkl7zuy5cxFjlCGIHxkWmJe32PcQ4vA+kH59UGXGRi1+/99Tlg3Vv8vezd1n+/ep2eqRzWn7hZfo/FSIgL1fjvBRw/CqKFEDjvWLaGxjrSVNNYjZABgsZ0LoJD+uRMDalKMcaRJJqTWcvsdJ/l2QldVcVm2UTS1hXetEwmYzY2ply5fJlyPGI2W/L6q28x87CxsYlIc7JUxcXUE+V4PtqJKakpy5K6M3S2wzgLMgLwyOfGcIOoM4+Sq4GZllKs/ST69q5/bxmraY+et3dtGrzAewj9WAv0DLJ1tE2D8zYG0ziHD8SmPW8xztA0NfV8gTHRzcl0Hdaa3iPWY233Xa/X+39Ez1vZN1iGEKKO1gZsGBJZQagGmcS1COcRQWIbT5JJqrZCqYLRZIRzjsOHB9x+4x6+7RC5QwewEkRQaJ0idEZZjJle3mN86QplMSLIwMmyioFH9ZLTO29y+/U/pm1m/MWf/zSHt2/yxu0Tdi5fY2s6pTq+w4bSJC7l6GRGU+ekSpElGu1apFlSkKH9kpSSupnTCYUPLQGDNTWdFCQ64pv5okKEqBNHxo1OIhOausYiQGZEDzZitTHu5OMabC3V0nNpawvbeyV7oi1b17YURYFSOYkEIyTO94mk1uF8oMgymtbwzjt3ePGFlxmNpyRJHoNIikcwWmexPjZtR2vTWEmTCG7ffIM/+MLv8s0/+iP2b9/Eug7j6SsRgaprUUIwyXOKVNF0LUGCEwHNxc35IOlyfR9aCLIPUOqPlQj/u2vlfyiA8bqF2KAXHcCmlJL5fE6e59R1TV4U5+bRIuqDB1D9qGZ2aBxrm4aiLGM0c8+AzmazlXyj7qUCoySJeuEkjeUZ52JJtJ986rqmaZoLzPMAGIfvsW4/tg5A14FymqY4b8l9ytNPP0GSKZaLKsotHCzqFuMUV7f22MgylssKlxbcu3+fuo1hHsZKKhM4Wh5wfDLjp372p9CpBhuYz+dx16wiczVohNe9jFcDY2Beez3vcB7XgWdRFBe004MLxOBgse4Y4ZyLSUL9uUl01HwO0/bAlq9fHzhvCFyVEtfY4/X0GoiWaGrNY9pZ967O7R/kEYur0clA9FHgUmnSvMB0LWkSI69jhSl+RyMCpVZIJ/A+LpZap31nrwMXm7ImeU7bddEv2QWct0gEhcwjo9HvvA0C7WQMB6ks9WxJXm5ytA9VI9ie5tSXJnS15+RwSdUYQhBUlSGVFffuHkIHRw/POD5ckJWbnJ7e5KsvvMa/8a/9Fc5MAmdfIa/ndBJK4alPTti9vM3+8RHh/m0WTUW7XKCFpBxNcDrh4MFdsiSjrT2uzAlJSVlMyUab2JAgRgWdsxzXNb//9Zc5nFmgoJk32K6mWx4jfIeTILIClWqMqemaBpnlHC5nBJlR1w2FieW7slAEX2Csx0uNMY7JJKPSksYLOhflLs72um4PYzReRJ9o50G4gJQWmeQYF71FrYse0lLKuFkhNpg5b6lsh5KCUsZJ31hPI2PimUs0IyVoTUsgbk59CDjr6PjgG5rek/Vd+936z/W5bx0gf7vnv/cbcq7bDeECYb7+Ouuvu9pIc1HVOjw34Dk5PeHw+IRJsklWKlzlcTJByYLlrCYER1HmJHmOVpqqqknTDF2OeXznOd56/TWa7pDpZoHxBucDVdMyX9Tc3z/m8LQhKXLO5nPaRUdl4Bd+4Wd4cO8AVzXIckye5SgtEELRtQ3eO6bTKW+/8CJt2/UVRLOS5KnelSLEL3l+Lfrz4kMEEKsxMhBfYdBAS7yzsGbs9mi5OIRojzVolCP2Dfi65v6tm9Epo5rhXIc1tidKfC+DS9FK95saEcMoVEpK2o+DD8CyLQS88ySJhCD7eVfF7xRAhARvOmQaPeQbE4MrQOCcIXUFs9MZqdogHzua5YyjB3eYH91iMpoQTIqXOUFJkAlZMaJIS9J8BONdXL7NaeXJ8wLpa6QUSALCNjx+dZs3Xqv53d/+OnfePKJ1CePrJTtlQus7RtpR6kBoa+bVgo3xmKzISGzDmJbcL0m6ip3xFtpnVE3LaJTg3ZRKBFIhcW5JnuVUxmC8QoboDax1AlJjQkDrHLxEBo+Mq1O0UuzHXfAtE53huhadpAQErfEkOomJfcYwkTJWSBJNFzyuj4eO4ymC3Lpu+OpXnwchyfKSK9euMgmKUTmK+McHmqbFBQhC0tlYQZUi4c47b/Hb/+Tv8eIfP8/p0THOxQAQ5wxB5MyWNSSCa1sFhRY4Gxv5BpcbZ9/Lem0tBK4/1lP3Hq14fbvjhwIYC3r7tTWvxYGFTJKE8XhM13WMx+NV0MNQlh/Y5OHLDiB0AM9DKt5Qgp/P5/H/lSLPc5bLJUVRrABhmqYxsKMH6W0dmcw8y9jY2GA6ncaFzcdy2OCJPDhbDBro9Uay7e3tlbZ50OZaC2mS8/hjmwjOU/9aafj4Jz7O49f2ONx/iMDx4HhBp2q+/pUXuPKhKyTFCKcSrISqSbj60Rvo4EmFxEpH1zX9II5NW0VZrDTO1tqVP/TwWYdB4ryn6QNOzhemeI2GDUHex3Sv65EHffXgENE0bdQ09U2VWZr2djJ6JX1YaYR6MD1sMB5tyhs2GINcI4TItgSt+pS+QLRv+IDM5oG29QhpkUL15ytQpJokTVjM5yRJ7M6X/Q2thGRbpVRtS5opvAQlNA5wNhCc7Hf6sUaqUoUwgU7aPupS4ryIEcMO5kpSCNACnIZ7Jwd8/g++xKd+7t9E5Jrb9wPXr8DWNMFdKbFdxa3bx8yXHW42Q+gDYBojkYFUaJzMEYCxDb/3/DfZ3dxh+sQzFOUuH7m8yWf/zDP84e9/mSwdce/eQ2bNHN+0jLRH6JRZJxmXOS++9BLXnnmOT/30z/DgeEZWFJSjER2CuutIQsLZ6Sm//uv/FeXGVSpb0BmBWZ5xdnJMnno6USFFQXt8TKcCxcY2STKFRYVMUxqVkRcpWIM1Dc51SCyJCjSVQ2NiaoeCpQOEpkxzWpYIB0onYCxWQClTgohbnQRobEcpA40IeG8JXZQeWQmpEMgkZYxkCUgPXsYUQySxIzxAZ1rSAEpKOhu9VYX1qBDoV+wP7BjA53uB43W52fC4dYnVowmU3/4YkLDsRccrkQWRw4ps17ueNUgBhs/aP16Kc98I14NI6wOpSsnSDFkmPL6zxcvfusnx2QKlYbqxxSQfRecdLVlWcYHe3NiMIUvlhGc+9ikO9veZnR5z/coGtj7l7VdewnWeujFkWcq1a1d5dvQMded4/e17dE6SFhnWO+bLJlYinaEsNxCA0hCQyFRjKzAGXIgSCYSM61mwfUNcXMAHWVmZZlTOk8j1s7B2eAFeQlirlq1tOC4EcDh/HsWu4ia9qhtu332LJI0EVKIVWiWEEOdnLaIjUHzdXh4zECbhT+Z5/X4didJ43yJER1BR0w+6T/lLkRK80XjXkeoYDqRKEK3AtJbDB29QqAx8y9nRbQ6OX6eYOJpmRlWVpGXB5nQPNdkkLzfJsxFeafxowtmsItWWprO0pmJZtWgLj3/sMzwzOmX/9v/J8y99i0xliExxdHbC+Eiz99hj0VKWwGRrwk5WUmgw9RKEZbyRs5wdUG5sMju8h9Kaej6jtYJEp0x3dlBB8cbhPiLfYEN5ThYWazpwHoXt554R6BHKd+xkAU1LbSytk2RFyrgswRt0e8bByQG7N55gPNpALFuCC1TC0znLcj4nkduk0kV/ZDdcc4GxsRHu5OyMznb84Zf+kOOzQ/6dv/Jvo1Vcv5I0Q/rYexM1bgblLfO2QiYZv/6f/2fMD/dpu6i5D6LvL0OwWDgSYfjQzhYQWHTnLlgKhezhvrW+J9gsIfSmDaEf9yG8CxR/r8cPBTAehNLLxWI1KQwOEgPTaa3FeY/uAe6jwRSL/rkD42yMoSgKlsslACcnJ2xtbdF1HXVdr0Ds0NQ1yDBOT09X4G1wSmjbduXNK6VErkkJBgZ4YDsH3e462zEA0baNueOdNTRNG61JkoS2B+sArq4pyoJLN65z45kPk+ocQeDh4T7/8Lf+bxpr6KoWIWMJ2NZzrl/a4axqGIXAcrlkWVWrDcJgGTdMlFrr3ts4rMJOBkeQIs9j937vJy1E1GgPXspDeWQIGVkP+RgYfjj3Nx42Kl0vkxiaEB8Vwg8M9MByDIvuOpt8bo0kcAHqrmNZ1zRVRyYU0438Bzhi144QEKpf2HuQ47zlZFbjQsCaGkKGkBJrTQxy0ZraGtIspXIW7QM2CbGhJYCTAtXrlV3rSBQ0xkWALQXOB7rWEmRKmgomviJLypiY5yUmaOZOUp/sc3KsEDLj5dfuk6oly+Wck6MZ1eGM+eEJf+3f/8t89YWv8JXXT3jlpT/m5OAhwcwR/pDOtiy14ne++Ef85I9/hs888RzP7l3DHdzjt//ZV/Dbm/z5v/Sr/M5v/n0mpoB2wc7WBu1yyZ0336LrCkaXn+RTP/tLZOMpj+1cjZo1Y+jaFuFjGfbtt99mNN3ibNFQzWaYtqOu5sz2b1GPIISEfJpwvDgkFCO2SkUqLbaqScYbaGNonY8R5EbT1hWLsxMCNVe2d7BBsFw4hAjk44JL165x+bEbLN98DSsC3jpaJVHW0tAiE42W0HqHkJql6RuPhkqHABHi/WqdpZYebaNbTS1i848PnqAEAo0PjpMqkBfQOk0mU7R21KZFqA8uznwl+30EHK+D3biwDO4F726YHe7b78YaD/O6lIKLHHF/hJ41FeFdTWBDf8T6a6+DdoAkSSnKjI2tkiQtuX/vgNPjOUpkHJ/O2dudMl82mBDIRgVCOnb3JqRljkVHb+E04er1K+xsj/Gu4h//o9/ic7/4r/Plr/9LRuMRdddSVxVpmvHqK6/x4z/9c6SJYLQ5Ync6JlMCYWPqI+R433Dpxg4vvvICZ7NT2rYjhKF5OK4XaZL0bG5YNcStiArnCMEBElycW+NjQg8E47He/7F+3dbHVehP8Po1Vjr6yafivDFciOge1CuaL1wFwSCT4b2v4Q/wGCqPSim0ksg0SpSCDXhZU04zUILWJZgQk/6kieM4TSHLlnxod0xoLMen+3Snd3FZTuIkKisIriTZ3USPdzhbBo4XDVd2r9A1DWNnqc2S2o7IlWYySdnaus6Nqz/Olz7/T/hLv/zzfPWVN1ienfGxjz3HKBthRUqd7bJ/WLGx9zjZhqdIE0plWM6OmZ8aTFtT5gm+jfZwKEXhwbcep3PIx9y6+4CjwxOC0ygb538ZLK6vZOk0xQmNFJI0TQi+htAxkoax8khfUbglEWwalGvZv/kW00t7bO5dZzkCc/8AFwJNVXPWPES7ofk+0JmunxM8vpMEr6kWjrae8/xXvsn+/SN+7df+LT7ysU+gkgyvU4JWBOfxxrCsK1782jf4R3//H/DgwTsIoZEqQSqFdYbFsqFpLGmesjnKV04q6/a4gyx0+PuAxc6Hu1htNB+9L4af3230/lAA46GENACu4SYdAFqSJGxvb79L31qWJXVd03XdCjxDbPKaz+c8ePCALMu4evXqKsGu7R+bZdkKlBVFsdLbut6YOsuymNjWg/S2192sWIwQ04TWWdcBaK8ntg2HtZamaXDOsaxr5os5MpxrnLXW1HXNcrlksVhgt7bI9wpQIJVmZ2uHj3/sI3zjmy/h3Cz6MJuOw4NjxmWOJNB1HVVVxaQ7Lk6Q6+dzWKQGx4j1wJK8B8fD+ZDyXM87gN8QwkpPLWVkK4bHFEVOnkeP6CFM5V2LZgirWO00TVfnbdAjr7PEq+a+/vMAGGtiQlzXEeOILV37wUzUQQiSROFMiIwxDms7hJAkMsTsdqnxzmGdxVqHDYEui+VALSSNDghj0HhC9KVAJx4n+zQuLRklUS/lnCQLnienjseeusbvvXqT2qZIHMoFnG3Y25nyoz/yFCfNghA0040JRw9hvnA0dYcXHfnlkqc/+lH+i7/7m7T33uIjn/55NjYuE8wJpmrolnM2k8Cv/vKf43/7zX/Gp378z3DWVnzowz9CvrvHzX/xBSZ7j/F7z7/IT/7ZX+b5P/o8zeyU0/v76Kzg2pPPIbTiIz/209gQsF0A25EkKTrNkTqlWy74gy/+v/zNv/23ePqjP8vB/Zs4W+O9idHsE4lWMqYD2pLrV2+gZEqoa5wTJEJxtSh5/fYtivEG4+1AiSSEBOs0zsaEyGwy4fDokK3NKdJpDu/e5uYbb2J8P6bTBGUcJBmJ9ARrsW3Aa4XwLXEOTnum3sYo5+BRIiCsw6SaTDi64HCATiVKaqyN9m44SNNAVweU6jChiXHvSOLe4IMFGcNxkTkeAPC5xlWIvuy/BoQHFmeYU+Jzzv3Nh2O9AXc4lFIrGtjDSoMchENxEawNa946sLugc8ZT5FDmmlkDJwcn7F66wiuvvMqTj++h8xSvBLPlAnN0xObGFHwA47A+Vtdcu8R3NcEaFPCLv/hLvPLSt/joh59mc2uHmzdvc//+ESGkfOjxa7zyyrf4kU98Ei8Dy7bmrO3AWqQT1Mt5bBoqC7bKDW7JI4SMWYxCxEXbBY9QZZTbSIsnxqMP5ytRmtpahEt519bJy/5xgs5ZPBcbIh/VfTvA+tiPIHyf0plJfHhkbr7gCHSxMTPKXmLktRCD3OX7GmLv+xFweNHLGIVEYFEClvMFSZJQFCky07H4piKw29sYsTw9RLYNy/kJbX2MVIGEDjFJ6Kp7NMt7tC/fRRbbKD3CdQ13X7zHeKR5PVjStGTvmZ9kvPssW1eusbFVsr2zyYc+/kn++b/4PMGNIRN849bb3Hjio1y59gwdCem1x7FZyu50F9tWmOUxOk0pxwULW+G8o2kqyjLjZL5AyJxlAwvb0ImGk1PLle09Tk4OIZGEUCGURtkOHxzLtqWQI9yVTZbLI0rRRolCUCRCIKRGyIyuNQRnCEKilKM7PWDeGiaPPY66coXZWcPybJ8kTVDWIXxA4hHD5koonHUkMv70TmBNy2uvvsN/99//Bpsbm/zFX/kVnvuRT3B2espXvvIVvvmNb7CYzXnrzm2kVkg0tjNIabFO0FhP4z0yl2yMJGWeYvsmTziX3A5y0CxJsCs8FiPh4/wwVGd715UQ+3MEsWAVOK/OfLvjhwMYw4rNHCa8oUw3ML/z+bz3bYWhIXewHsvznPl8TpKmuF4+sbW1tWI7QwhsbW3Rdh1J7yncNA2XLl1apeSFEHrB+bn+dT6fU5blCpDVfbjEepLe0HQ3TCDDY9cdE5IkiRnoPXjsmobgPOONjRXbPTDS637Os9mcsowyjaprubK9g/IpN2++RdcZsmSECAlvv/YCOvllZmdndF13zgismfQnScJkMlkx44McJTauxHauQX6yvssaHjMsfgPDPDC70ds50DT1hZCNwdd4WAiH85QkCYhz27p1tnhgtwcwfc4GRfkJvQZUCUGmdewt0IPLwwczQwtiM5wPAWtbEB6pYsNLCAJEQtNvtES/MKkAo06jsoTWWbSxoFS0mRkaZQgUKo1JbCEwzhQ6WBpv6LzgfqPYf+UW1bIhUdGFISiHDIqDkyVffP41fuS553juscu8/NZttnavweGIcjwFWXM2m3O/mnH9yRu8dXTE2L1IwQFH5ozl8hhTVehyzP/6z7+Myqb8wde+xuc+9+eYjLdQ00t8/Of/PF5lLE+P+f2vfA1x5yGzes6Hn3qGyeYGR/MzZLrJ23duw3iDybbEhsD89JimWrJYzPmXX3+ez//W74C17N95nePjI4I3SBHLvl3XQZYzLne4dOkGIh1TLWv84pQsa5nubnF4esj1y5e4decBprH4usLWc7puEydaqjohayxtY/FdjncJT3/kOY5/4if46le/SsDjO0PoqxTBDc0qihAUhECmMqRwNDqQBEdAASrqxZXC+kBG3BgZF9ObnABLBL9axeYvEt1LZUSvSvc4JT+45LtHWGD4TiXHNbZFXARMw/OGOXt9DlwvZa6D5XP7s3Umh6GbdcVWxgrRxc/zKCMthEAieGzvCssKvvryQ1QGBw/vMx6N2T8+ZufKiJHMyMqSfDwiCInOEqrG0rQW6w1KOsBhXBcX8y99iZ/8zKeZbE44OjpGK00+LUnzjPEkh27G69/8FleeegKDIJGKTGqs8ZyeLVg0LeODESgwIeClABEX90lZsjGe0O2c8OorL/TOAufnRYjYKGhN1xtrr+u9z7+7DxcB8fr1e1Sf/ejvY5PaxeZoxVpoi/cr4mP9Gq5XGD6II6x9Rucdrg24NiYGeksMikJgGsB5pIrXVWmJkoFloqgZ4/HsP3jI0eEJQIyKdw5vok+zNTNsfUgCZIlmmnm00FzZ2cE6KOwJbn6bsJEjwlVMUOhizI1nf5TZg4dou+TGtR12Ll8lGV3Gqg2ETBHK0VR1bO5sFpj6BG+WlKOMrk1YzJaE3MVm7a7FmYDrAtZlXN3c5exYgdYQErzLUAkgYhXReovHRGllXpK1vYuTYLVGRiOD8wo3ok9vbBZ0N9+k2LuGzQQhK+jsDOU7VO/yoJWkcw56n+K29w8exoKSkvZBx/7hGb/xP/5PyCyLVbUm9mdZHyVEtL4PIUuo665fK2M67kRrNpM0ytu8RScXceF7zS9wsfLlPTjXraRXg6Z/wDHfzeL1Tw2MhRAK+BpwN4TwF4QQTwL/ANgBngf+vRDCd25dXftC6xMpQNaDX6UUpyfHFGWJFBLbA826rleAaoiAHuQNWZYhRDQ3H41GtD1ozPO8300WK0nGoEEe3msAY22fWjcASikE9OlBA4gbkt4GmcBwAdadFoZFQwjBzs5Orz/TK4lFmqakPZAfpAt1Xa+kI0JKpqMRy9kSs4RETtCM6Nolo3E8H8fHxxRFcdGbuB8Iw+S3klb0YNh5j++T7UI4t58b2GuIqXJDoMngSXy+wDmEkBeinIdjAOTxcecAePj3ehDK+sI5nMdhc2GMWX2uxhiCc9FKL0kQUqLXHEG+n+N9GbsMnxt0D2yts7jgcRJkFl0RhvMkVHQvsEKQ2siSCakQwZH04lQnItgOOAgtWwKaOqBEbLLrlMALzbKzCKVBKZbOkQlHIlNCUHgEWZ6RjsdsTBbMjt/AuCJO6GnK5Ut7eNfxZtfwzE/+GD/18YLTL3yd45MD2iyjqhSHdUPpA6NMs//wHvcfPOTWvQfkWcanP/VJJpMRd19/g6NbL/HUTkk3a9i/f4/jxQIvJPm45LUXX6VpHCF9les3HqdrG85Ojnn7rbf47X/6Tzl4cEI2zakOblG3LVpFx4BEJJSpJBQZy8YQrCMpBSfdKd1ygXNj/JHn5OyUUbaJw6KlpJ51OLekbpc0bcV0Y5tkNGKSRou7uZHUzmLpDehVb6loTOzuFmplbaQRZIkmOIMLsXmpRZIoEW2DggMVN5lGRvZThPhY+lAG5aOFntAZ3sXESiFihLEW0QmD7xNgvD/jFkBcuCffC/ACxKatXgbxyGPj79dK9v19uwIuzsVeB/qAiqiLeBeoFnJoQCO6vMgBNPd/rN4iWuoJGRuvzkF1IEsTEiWw3QxSQRCCuqp58mOPU1lP6QMbeU4I8Zp4ZPSD9+CMpQtxLairCms8jz35JC+/9grT6RZPPv4Ei1nDYh57UpJcMTs9w1iDCrERSXiPaRfUswXd0pIWCflIcXo2YzIeUYScNE+4cnmbTzz7ET729IdRieCv/yf/MWFIdFWxwc0H36etun54hKjz7cn8IS3x28lXHgXHUkS9+4owARBJPO9r108gUP1PVLJW7esrB8NnCJGl+36P92PsCgFBDbZ64L3CBxEDrYSITgQiPs6HaBMihMZaDzowO1zwEz//i7z+wgucHDzEGQe9X7SSBoRAhUCoKxSh94qXTLIRqkgY5SO2Ll9levkxjs48ylsEAuslxWiHRB3iwgP2ti+ze+MjZFt7VEazXLSUY4USgunmFl62VO6UZRVo2gbna0YyoTILbFuSBomVYERLaJfU8+i8kZZb+OUZwhqUTMmyUdxPZi0JAb+wdNZRSrA2yvKECJGsETGWeb3yInqplBOO0FW0+7cR+Q7LqmKsY0NcHA8QTG+75gxSKrxQWByeyMy6AK0JBGM5qbs4poVEEq+F8yHGoYeAdYO2eDBtjM3MmZZ4AQazwobDGF/Hh4PDll8bv+tYpygK2rZdjewwgONHJBbvdbwfjPFfA14Gpv2//2vgb4YQ/oEQ4jeA/wD4H77TC8heSqD7SOCha5t+gjXGRG1sFv31BBF0Nb0jBbBim7XWBO/pOkNTt+hEYIxbAacB9OZ5vgKJA8AOIVC3sfksV4o0Seh68Na2bQSuvT3WoJf14Vxr7H2cMYZFY/jsQ0T1IM3Q/Y7HrTlbDKwtxCCOtm1XF286naJ0wnQy5umnrnPr5ls8ODhmNN7Duhk/9cmfwFpH2ifwtW27OmdwrkFbaXEY9HznrMywG/P+PG1u0PyGnikuy7JnGS6yQMNC+F46t2F35oJfdVevyzmG5w8e0MM1Gl5jGOTrrh6yn9jj3yXvtZh/j8efeuyGEBcpIUW0JVA13QAAIABJREFUOQq+1zc58AKdKExn8Q5EkEjvkN4idIJxIkZyGoeW0YNVqWg46kyIaXoCrJB0gJJ9wIn3eGvBeXQSJ328IXiJEwoG79y2oW4cdVNRn825lAcWNqcNCUEq6vkJwtfsXt3k/sN9fLtkXGi6rqSuUpTWTCcTBJ5nPvIcQmmWp0eYRHNyckK7XDB/eJPZ0SFHchNnPZvjAisl9x8eMjFw7/WXkCqw9+SzNPWCRVXx6huv87Uvf5n79+5GJrURoJZsdS1PXNtlsrPHrFXcvnMfgmRcTnGuwrVAu6RZnGLbhjQd0dSOSxuXOD0+ofMg/QhvS7x1BGtxLmFDbrI3HSGIrjWddZSTKdc/dJ2jo0NsE4N9pFKxRBxiwpMgIF3A9PcGsrch5FxOJUwsu5sgCH3bdwiRD44sXwRhhNBXDBwgegeMaA/3QYzb4VhnAOG8qXa4L+lt12JIwPf2euub2gtaV9G/joch+eNdt22cmFaLcXzYubTj/HHnLKoQ52EiWkGmPYuqgcShS49Scf5prWVpeg/pAEL3iYTOY0yH7ee5rm0RBFKtGY9GlEXBsq5RiaYsix4UBgKOokhRQJpnSJkwawwniyVaCq5f2mJjkvKpH/1Z8kyTyECWKDYnI67tXWFvdxeVaNJE0xoTx8hq8Y+ztLUWH3rXiZW1Xz/vrgPatWv4KJs7zO3GdP0cG6t2Ssb5ZjV/ir4cG8QKVA7ymWFnElbvH++TP8Gs+6ceu0pEyzKBW1XmYpXNIzhnwEXPZAYZkIkkqIBMFd3CcHD3DrP9uzjTIhV9NXKwCevPp7UoGV2VrHV0rWE8mbK1e53tncsx68AvwFS01ZyT2YjaakS6xWPPfppxlqO2r0AxJVQOEyyLpmNznKIkNO2C5dkRzfwUU8/xZkGaFZSZjv0mbRU9r11LJlpGiUdSoURBlqoIQH3AO4lKMnRWRLCYdnFTY5bxGgbfe5bEeyZKK9Y2Tj7gRAzLAIFoakQ4IcUi3JAqF0BJkALpBZ64mZAExIVr8O4GetVvekMv2/E2koQBkFphgye4+BkTJZBSYD14KdDhokPVhYoF7w73WscBgw2s61nttRLZv1ophRDiQ8AvA/8l8NdF/FS/APy7/UP+Z+Bv8F0GuhAiSgn6UnkEZ9EEWnP+ZUdludKXyDTFN83KR3iwHNNKYbynqmraxjDdKBCIldxhYJaFiDGxg3PFUL6XSqGThCRNyHVCEALTPxfo/U+BfmI6B4AB700vMThfYAaQOgA/3duXwTnYK8oS0wP3Qa7Qdd1KhlAUBd57ynLEJz75Ed5480VOTt5hsTjGJxVPPPkUTdtS5AVaq1UU82BpNjSzrUppa24Qw2ZiYKrXNdxZlq3Y8qHxbkiqYa07nbWbYdggyH6SHfTLnXekUq1A78A6D+dokLSsp22tbzAuCO/XrN288/hw3qj3gx6762PYu3iDDwyydJ4gJd41MVlWaITrEKZB6hIbwPlA21pUnuHOIResmDdNg8bpWGrVIYYiGG9IRUxlkwISGZA+Nub54FDWcny0T5LucnJyxnwe2DGnCKFxomAZJAfH+7SLMw4WB9y98w4bo4R2Z0zVjZhubJOlCRuXL9HM5zz3yU8TnGOUFUgpeHDvPu3JAacPbtPWNbfutzz95GMk+YTF6Rmnh0csljWz44c48SzlqOTw8JA79+/zzRe+xcuvvUoIDqRjagXH3pFZx1gJRolgaR11MCTOkqoURMtyXtFVM9p6TtvVTKebOCcYl5r7t2aYpsbZDQoftXCVgLRs2Nw2jMuMWevJXItSnnw85dK1x0EpDu7f6w3hY0gLwaN6MGCdxUuF9R4tdfT7DjEWQSAQ3qN6ljkgkUIjiSzfMCJDcOBi46V0Hi9jA2kIATckhnxA43YYu+t63Ud/xu/wneUMw/+ts8jrnsfx9xcB7gUJxbqKNtJI50zxhffqRRb+0fcXSCHJ84TpOOfBwTFOOpKpZtnMGU8ndEHiu77kKwTauZUDUXwvB96ihCfPUpq5Z3tjiyeefIqb9w/Z3N5F+MBiHj20J9OSarEk1YIsz0Eq6jxH5QU+1OztbaEwfPLTn+TS1oRJpim0IlWx8jjYOmsh6NZI8dW5FYEQLC7YVUTzo4Z1gosSikev03mFLsRYaNv3bwCil3Ws+0ufkyZEB4rheq5e7/wKnoPp7+14P8euGu6h1Ye7uEkYvruUAqECQTuk7qOkteONl18gETH4JxBDmoKM2EEIBl+znrHsv7dWqLRkvHUVlKZtWlxXYaszqrMjRFZgnKbYvsLe5a1okpYpWh/ovMEisZ2D4GjqJacn+xwdPsBVMzA1vmuQxiMSRWdajO8iiypi1U5rhZceoVt2NgoeNosY9GVN9PQVCocgydK4gTc14OizGpH+XK9/vp76XmcRVmBTIQjtkkICPnq4e0D097OSCofpRYRxE6WQGOmj5ne4LkQLUx8V8HHgyCgR0jIG23hEP/f2ibp9iJV1AaXXZT7njjjrmQXnm+7z5tD1Kv27Hsd7z12PHn9axvi/Bf5TYNL/ewc4DSEMRMgd4Pp7PVEI8VeBvwqwu7u7SoiLwF4ghMT6uChKKVkul9Eloh+sSkrS0YgA6IHZXdPPeu8p8hKlNEquWZL10omu65jP53Rdx7Vr15hO4wa2CDEhL00SFPF9XN+Uts6EDAz0agGQAWsseR6DfQdgMwDOsixX7zcajaIeV0QLsizLVuElw+sNMoPJZEKA3q85YefSFp/97Gcp1SYvfOM17Dhqpk/PzkgTTZYXSKVIe0mCEGIlLxlef8XqhIDu5Q4DOB1+n2bZyl1jAM/DZxrA8yB5WNcXxvcA09uneO+iRVzwJOl5+MqjgFcpxWKxoCzL1esoKVed08MxbGDgXMdtehb/gxi7idYxPdDHbns/JKIJiQgOoWIyk2D4vp7OdtF7UzjaEGi9J5dg8eAcUniig5hB6xQlFFY4bOfxQUSGI1GkCBampnAOqWOioQuCEBTgOD54QBATmspzUtXcefuAy1PH1nbG2WmONYHT2ZI3X/wyH9rM+dQnP4N5x3Dr4UM2L12l7ZaMd7bxxtJaj60qrl2/Dghe+uOvce/1l7HATiE5rWt+6vpPc+vNezy4c4vxSHHn9l1MCDz+3Keo24oXXnyNt958k7t3buPajlRLnnjiOvntm9yuHff1hIO7p4h7ZwgkoshIpOXw+A6j8hkWiyXz+pjOVyiRcDq/B15z/96bLJsZ3oPxbQSuAsgTBBIlHWWueXgyZ29bYbRhXjfMQ8aVJ55ivliwqO5Hxt3aCJqkxDkwQpArRej6xl7vsab38VYKhIzMiSAm5xE3LjiPdbGEKbxH+F43f771weNJ+jLjD2LcPjp2d3d3L4DgR6UU77WArM8fj/7+0Xv6vPH33OJrhbo4x1Sr1xlkAsNj+8dJIS8+jvPXkCo+YejCn4xLtjYmKKHwxBzvkGaQj3F6BDLKLRIFOIMNUcNYlCVN7TFtIFGSne0poxReefFVPvvZJ7F6i+nGBrPjYw4PX2FkPVvb2xwfHDDOc1BROjctC/TeHvtHt5hOCw4OH3JweIAzDe14xMakZFRkpFKgfcRfmdJ0Sl+Yo0OPQKUEZzqQg/tPX3YO5wzyo6B4nVU7Z/4j6+m9X+m3EYEk0bg+pOP8jIe4xurzUJYLeLsHIX8CjfH7MucKKbBBE1xkH0PPbIcQKzrrcj2dxLAPHxwhKEwbcA1oJKYn4oINMf5dKYR0JKmKlSwloD+vSZZz6fIV8q0dHCnzZQvS05mKsDyhnR2Tb14iG28y2ZrifSArU5CCalExWy6pm4at8QjnatrlGcvFnGXT4oyFLmAbh6HFVg6HJ80LtFIo51A2EGxgaS1lrrk8zjk9O8N5h3em98ZWqDRF6RRNTYIBEdM6gw+4PvFRSt0D4jBc6hWBFnyg8y5iGBeQwuPjacC7SJhpGauakoDUEUSGAB0CE8A4TWc6ArHXYrix45rXu0wR/acXbYMXsW9ICyID3ZNMSkuCF7ieYriwUV8bG8NGjzVQDBEzDSTfuqvFMDa+0/EnBsZCiL8A7IcQnhdC/Nz3+/wQwt8B/g7AU08/HWazGb73s02zjCLLgOgtPJvNCCFQVRVlWZJkGQJIfMAGz+HhIePxeKVnHY/HbG5tobXm6PCQECJTnKQpTdOsWFxjDDdu3FgxuoNLgzGGujPkeU7XdRRFsUqvG07oIK/w3pNlGcezOUJEbZi1kdUeNLnT6ZTZbEZVVTx8+JCre3vs7u7ienZ4e2uLrm1Xco5BJwysfJyXiwVnZ6c455kUE0aTgpAZbnzoGovZLDYZ2MDW7g5KCRJ1zhQPcdrO+9VuLdG6txgLq8cNDPWgDR6isgctdWfMSgc9HANoHcAzBLwRtJ0lYEkzDcTSRZAiMm6cT+aDlGTQaK/0y+FiNPXw98EFJIRAZ+0qCnxdI/6DHLtFngeBx5roqSh69mJogsyTBCFjbj1CEGQGeoJHo5KAci6WzkIfLU0S07OcR6QOLzQyGJSFRKcgor4L61FKs0GGE4HOq/i7/pp62yE93HvnTaSe4DvLsh3xxJVdnrzU8cUv/zHagzUa1y2Yz1u+8IXfYTFfYq0lG+V457jzxpvQtXzh87/DxnjMa2+8E9XP80O8TjDVErO9zd37R/zD/+O3uLQ15ZPPPcOHH7vB//Xbv8uoLrh85Qpf/P++zKtvvoV3Dp0XhAA3Ll3lb/83f4Nf/cv/EQVLnPCooEnTnDTLGdLSNiabNLUlkQWpTmiCBS8ZZylnJzNuv/0yO1euMD8xLI5Psa3HBYUoSrqmBTpCkNh2yd7mVaqjlP3DUx48PCNcv0bIc8ZZDBCiH5+2T6/L+/jQEAS2XzBEf46DsXTWIosiXi/pMM6SCg1CEoLDCoHXBcHamGJIDCOQQpIBufY9n/Ovftw+Onaf+fCHe0XVRXD8yHu+G7C9+3O9J6C++LxYjRU9CbneLLsOsgftrBDvBuHvpW+mZ6KEDyRCMs0LLk3GJGkgFSXFZJutjc1oHdWD7TRNEMGhZWxuNV2FNQ1S9NUoK1BS8+wzz/LqK29x+doefrIby9O6YOesQomW6WSTn/vc05i6ZrFYUOQZZVmQa0Wi9/DGcDY7izp1bxDC472lbQNoTdMZyrJkNBpRNc2qagGR4U10glaarm7o/Hloh9Y6NjejCVwEA+d/P3eMGMKRmrqmbTt8iJaiwQeSNMHZvpoqhzS+gMch+8Du/pWHs/3I+3xvx/s55yqlgm0DQqWEYJDSo7TAdhf7aVbN5CYgtaQoFc28I/EKVGyhDSLGYvu+oSzPMoLrUCTIrJfZWIsNHhPg8tYVTAfHB6coGaiqjqRboI4eIEebPHn9KomOc/ViPhAbGSJIgmu4vL0FwOnJIcenLUaM0HmCY0ZTLcBJjPWkSU5AYoVCJBqPpesajLccnh0xzTYo8hJTVzSmQyBJE03wgdq1lEJjdIr2HUkIYB3WepwLkQAIblU99gNwlBIloowB4ZEMPuGsdkbee5xSJFnERonsN1FICiHIhaCT0Ekdz61TiBBtLVtnccJT4ZEBEpVg8UgPaaLIEoVSsTFZKoGz/U5Z+J4QjZ8zNqUa9JpVJGLNuWZtDAxjddi0CyG+p+ryn4Yx/hngV4QQvwTkRM3Q3wI2hRC63wV+CLj7vbzY2dkZ0+kU3Zful8u4QE8mk2i5lGVsbm6uwj4WywWdUhwdHqJE/MJDM10IYZVsVRbFCsylaboK40jTdMXmGmNI05TxZBIbZHowNsg2INqqPZoaJ4RY2ZL5rmVjYwPdM5zDJDbIJcqyZDKZsL29TVEUIARZljEajZBKxebAPnJ6fadzcnJC13VsbW2hlOL4+IRbN2/Tmpprj+3Recf8tGKUT5BS9JZrGaIP2Bi01MvlcsVWRzZiWIg8VV2vROrr9nPrGsGo8c5WgHo94a+qqnNHCgnlNEXV0BkZ7V6UJhegEk3ozjcN6wl6w/sMrhixNB1IYNXYNwzqlU65l6YopVYWdT/4sRtXe51YZBAYE/rkIU3XxgZRJTUBSZAxPz4RgkxZOhsnlDLPwdse7AqkDnTB4m2KsnNCKggmxfoGJwIoyLWmawPKBaw2bORjDNApH7X5puFg/4Db+wlPP/cxHI5gDP/7//Miyh+zPVrQLRfIcIxb7OOSHZJxStBxY6dFwnJ2RlXPuDTZ5P47N7nXj9ks1eQysKlTRtMJ84VFtA2v3WrQc8PN2vDOy2+jPUyE4u/+L3+P6bWn8FJztr+PPTvj+uYmm49f5XO/9h9ihaQQGqnjOJAhIJxDy4RE5NSyoapPsdbRNtX/T92bx1iW3fd9n7Pd5a21dldV90xPz3A2coYcSqIo0pJIRkwkxVIUSzKQWAgsibGR/BUESGAogRMnDoJsSrwmiANLTmxAVmTRstZQskxKomNJ3Pfh7D093V171dvvcpb8ce599bpnRhrKNIc5QKOrX79X79537zvne36/78KgMyRLe5ydTBlsXCPJM3xVI/UC4aGazzlXFtHZgjt3uHZfj9PJAikDiRKo4DC+JBcLju8ccvLKLZyryKQEE/l9wcaWpxcepdpN4jR2ZBAxYVAIvBLYZRU4JdcyUnu8JTGC4BRB1EgFhQMvJCYIEqXQqcFrj3jjNeOv65wLd4PSVZeIe3UE7eOvF73e+squ+pS3Y1U53v7OVYHe64Pei+ffexzLaqhtNBRCgJH01/u85aErvHTzJZ69NSbUlvm8YlpMCFLT73dRpovCMV3Mkd7TTTQoyf7NG7z83LPcvrOP0Qkf/MD38kN/5ofp5YZeqXEyR24bdCIoZyf46Zj59Izf+8ivc/P2S8yrkscef4rv+Pb3Mezk7GxvcnJ+QKIFriyRwcVKcdux04oAbG5ucjoaEZq0OdVy3YXAmATvHbJxAWjXq9lsTmIykiRFqAutxsXc7RssE5pNho/tbxUFfqGhC3W7Xex8jnCxqhx3La++vi1E9g2vIFxcnD/y/loZX9c5V1DiLYgQQ5VaIZcQ5q77RyDQOgateFuSZ5pqcaFzUepCMyMAu6jRicAozbwoms8ThmtDHnrsceb0GFeS4yqQKMjMgGI6AX+bja37ee6zz/DYOx7H68B0OiFNelQLB16yvblGPxG8fDjm+Re+SnHyEq6aE5QgSwTDS326acrp8TFVPaOTDmOCamIQmSDVioPDAzo6QXc7DEWK9paJgLqqUc2us9vvUBQVU7lOluSU81OUnUawF8AFF7UNIeAbMNx2uNsLu6yoRn5Cc6nbaq5bdg2891RKIUUEk1IE0sjMACnw2iFCFOXlXhG8xBKY1zUVIKRHSdDaYZTCNBs26yzG6EjDcC6unVyI9lvR8HKeWt6OF92q1ULfqhh49XWvN/7EwDiE8FPATwE0O8D/JITwY0KIXwB+lKg0/fPAP3kjv+/y5ctRdGajSl+bZAmaWmDonOP8/Dy6NliLk4JOp0c3z5at/nZyblv+edOab3ePqy3/NE3vSnSrGkAKFx/mYDCIUdRNkIhWjWo9BEyWMuj1sD5WrYP3lM2XqbV1CyHQ7XaXPN62AtuC6sgd7uC9X1azlzdlCKytr5PnOS+++FJ8vvUsyjnzRcnBrQkH4xEPXNlj7TxleHUHV1dUeNLG5aK5PggR3TBWzz8KMurlDqq1c1sF9K0lXkvraGkoi8Vi+f+to0Xbpqt8CSKQJJHGEtXjoIWklnIpqlwV33nvmc7mLKoCJWKlJDEaoe+mgiRJsqRuwAUt4+j4+E26dwVKaIL0OOUILiBsoC4dQiisDUijsM6RBIkQHkuNWzhKD12TUVGR1C0vNU4e0gaKMGXQy5nMFqhQEaQhesEFZrUlVVCqGOpxWC5IpUTJWDkufMmdF57lzr6ItAib4fuOve0hooLz/SOuP9bh+PaY7FAzOT3kQ3/uJ3jpxgv8xm99jINbd1gfDFB0OTs/pSSQeeh0M1IBfjKFjQ32zybs9LtIYUiTmnSYUUvL+eiAtb0HWBus85kXD0lUjwzDRHg6W326/Q2efv4GohbkqcYoQ2XraFuXJChtqJ2jrCf01zYYV3MWVUWNYz4bI6YFw8EWne6Qbr9HaU9xqktJgassSXCkqmRxdsxsfo0bd45Ju3B4Puf4ZMbZecHt4wWDIXQSQzW3cfV3ccPVhi7ILMWFQBABo5vIaBruO5CKKKJDCsBTOt+I7MAHiVaA11RugVQpsT+uQEmC88x8Kwz5Rt+3zd17T6W33fCuAtXVv9vv+b0AefV7vPp8uNBbrLa4733eqhj39Y7z3uNo5ygpY22zpWB00oynnnyCw/GnGRU1z3/hS0iTIlTCiVS8GCyT0zOmp2dsrXXAHiH9hM1BF12MyKozHnzgbfz6L32Yf+/f38burFFWAZEaup2UjtnkXAf++Sf+BQ/ff4XTOy+hiinvfeqdrG9f4cVnnyXLBG97bA/rHFIlhLogE9AxBqki/co2c9ju3i4v3bxBWbkVwBa/50JKrIjrDr4JjiGCVxdqZvPoOZ8lXQCUbjQ0RBmIICCFi6EdAfDRd0LKyAvt5D1m+jwCcRUZxgJxwfG+9zpwNwh5o7D463nvBmCY9ykrSx0qhAoobRBSUEwvHGEaUmvsVAA6gbq2MaISAUFh7UqbXggwCkd0W4p7AIdJNEVZ8sWvvsy1J64zHc25fPkRbr30AjZJyDpdnAjc+OozdNaHHO2scfXaI6z3NrE+EMwUnVkyUXN0uk9iDPnmFeYnx9hFQUKNKj3FeMK4KrhzNqKT5Nj5gvPxhNJGlwkbAttbu9y8/RLXti4z2NogTRQSy2w6xgmQJs7/oa5ASWqfIvM9ZM8T/JzifJ+UAuEbKk4jiAsq0pGMVpQrNFHEhQgXmgqyEwgjYtfD1tQ0FqohbigqYL4+4K/+7P/B4dmMD/+tv8XRpz9NH09IFLmIRgtjG0V/RgiEUHhotBeymU4DSBBoCLGzdtd88Vr3p7gQ1q3ObS2VouVX+z+mavyvwsf4LwH/UAjx3wCfAf7uG3nRbDbF+4DDoqREywh+ZrMZW1tbjMfjpX/uMkRDKNIsByLIS5KopLcNTSJJEmazWbRCa2gUbaAEsKyEtu4R7WSbZRlaqbvcHdo2frfToawqJvMZvnLknS5VAyZXPXtbYA4XtAtrLRsbGwhxIfxrAbJUiiRN6ff71HW9fO/Wjm44HHJ0dMT5ZMrkdEoxLlBSsnN5i2e+eItL791c8oQEF4tUYgzWOYaNZ/JqZfZe/+VlDnqzaLXVWCHEXf7G7SLX7t5CCEsf5vZaXLS0Iq/WNkrUpe3dPVxEay2WgJeG2hJjUIPDl9Fyro3sXoovGw61c46iKOh0Ov+y9y38Ce9dZwPWQV1diAB1w+kLzkeesfPIRCyT30gUG9pQ+BKEYIpkYKLCfWGjV7EyMCoLBJK6DqjUkYqADIJCKAKWNEBuEqy3WN+IUHEU85rbt47Rqs/hzVvMpzlrvRSxZTCZIe1s8Il/8XHe+9QjvBw8R9LzK7/yEa5sdHl47xKffOZlptNpDIyZz8mNYX13B+c9p6MJsrasFQsu3f8gx7dv8tYH7+eZW7d4z3e+h6H2/PZvfZSdS9d4zzt2+Wf/8z/AL4Ycv/IyP/xn/k281vziL38EU3g219aj/7b1SKVIpQLrKF3sdtS1XXLbr199KyeTO5ydHuDrQJCO/ZtPc+36E5ydHiK9oyxrvA8oOWNycki3O+TsZILul6g05bmDCTf3jxHlObu9Gqm7nDgXq0VttyhE8ahovg/OxjlpUpdkEhJlEFJhZeTC2VAxyBRl0I2rjqbyHkegGzxlWZN1Ekrr8XGmxzYWfrK1v3oT7tt23FVhex1g+nrPf73HV4H1aiWzfey16BnLzfXrVKbvrWyvbqzbfzdPQHvHer/DZDrG+jliEcXY5aJACkE+3OThJ9/BE4/u8dFf+zmMrTk6OGQ6GTEajfiDT36C3toOH/m1j9Dt5HQ3L6FkgVZRxBVcxu72ZT720Y9yNpmyKB0v3LjNjtVcvnqNdzz1KNJbhv0cJdoOgiRLYvcIBJkxhOB54OpVPvuZFFfVMd4nRGqIMrEqqUVguY43bW3VAAcR6wyU9QIpBLUDaSNVLpEKJ6D2geAsulmXWsAtm4rxgfeRtgSNruTu1Lzl2678eYN7uTcyvuZ7VwQIkylOOZAavCZ4MNoAC0DgQ40g8o4JMTSpsPWS4i6aH1pO8r33VkwcjG4LdeXoCsO1+65waXuLvfuGjM+OuLL7TmbjczwGqTo4Z+kPUy71EsrpHXqdIQf7R1STc7QvcDKQdhOkNGz3BpwJg/QWX83QaWCzpxEuIRMZpfVs9RXaKUYLz9wHFlXNwdHtSCE92ad7f59ZOaIqz3DVlECCV13sYo6r5wSnqCuJ1hKnE4Qa4Poa6ilufIwKDoSLXtZEuoO39q7pqHWviCK5gEIihCY4j9Ma203xWcrb3/sdvPMD343dWMOsb3BydMT/9fMf5uGn3sk7/+KHSJP/kLMXX+bj//AXOX/uZQKBOlh62tBTnkxG8awnYBEoEfUY0tHYaLZbsvCq+Wp5zdrHoHEYeuO+xfeOrwswDiF8DPhY8/MLwLd/Ta9f8nUDyiTxg2jAVJ7nS3FYG4AhpYzVJGc5Ojpie2N9aYUmYOk/3FZHjTHUdc18Pn9ViEj7nJYPvAR8Ifrkta4MLdit6xrrLoRyRVEwmU5J03RZOW3fexUoCiGWHOX2mFoKQWuFtgiBTqfDqAnqaAG1WaFnLKqS03qOz2Fvbw0tFDo3DLc2lrui1Qjl9hzg7pbmKtBtzxEuKrCrozXVbkFpe9yrQNk5F3lr3L0otu/bcp1X30OIi2hGAXSVIU9DTDdzHmdrfAio9lyaY2yBUgvurbWRnvInGP+y9y5Ek3kB0c7LCxQCr0B6T5CCfr/H+ckptY2CRAVILfDS40st6A9QAAAgAElEQVSNEpFCUYQaGULTvg/4WpGlCicDwYTG0k1ghYhJ8T5QQ6xQCoMUFotFClhLNduZ4nD/BczaFrpOmS/6lLccwk2x1Tl1CHz6q0/zoz/y/fzdX/glXrn5Cg/tPcXVfo9PfvUFvA1kiSHpbKO0pNvtM5/PIiNWSUxuWL90ifH4lIODU8bnIz71mU/Q1XD7+ISTP/xD6tkDLBYzzl56hd3c8cmP/y5jJ/F1Se1rrFNUZUm3PyDN8zhB21ixLcsSKRS+tnTzhMnokCztsz6UTEaHzBdjjEg5PLzByclL5GknpthJTXAVwZb0hzkn4wVrVcFWv08iHNPplLOiJl2/RG9zk7P9GxR1GcWezb3qiJ6aobaYNIndqKCRouFgBo8I0ZdaOE9ha5RRCCFREpIgl3QgaWIICMEjlUYQAweQAuo3XjH+et+3ERsoAhLfKOBj9VXcZfpwb9vxXlvG5hhe9fvbeeFeesRq9fiec1r+fS+Ifq0K9qpN5KqbjTIakyVc2tpgUkq2J3MChvOTU4aDDg88+AD5cEjtUmSW8Kc+8D38zm/+MkoZhts76LRD5SW+Dizmcw6PTnlgbRNFWPraOiuwXhC8wnR65N0E6xX9wTpvfexx+lmOkNDtDAhCkOmGliYU8p5K65UrVy40Eg1VIV4LhTaS4AJSyegb3PyfAFzj4xvvn+gcQADffH/qEENmdJoAAes8deOxrpsY6JYCFz36Lyh2r7tBaufspoj0JwHI/9J4AZhLgVAJQkRHKFs46tJHUSKQJBoXraFRGrQJWAvBymgXSNQvpGkU1VcrzlMrp9pgEk0+yMgGPdJewlovp2c2cFVJP1Wcn88o6pLhYICrCtx8wnAtRZmS9aHmbG6Zn59S2IL6wJJ2t1hMp+z0DLXrYRcV3cRzeWfIpfUBnRdvcV5YiqIimIxy7pjZkso5aheFhrmSzGan2KpA+OjOVLmKJKmxtqJyNcLH+cbWHmejw5HUGp9ssLV3mfPbX6afJtQ2iuSlasCptyAENVEkrAMIKSkViE6Hf+snf5zxRg8vBVkQnB4dsljM+fSXPoc2Cd/7o/8uX/j7/4jz02N+76vP8cQ7340zgpduvEitB2w/+R4e/Y53oS7lDIeBa/k6n//N3+bzv/nbdKqasi7oJAInDcJHvYdpPMvrxg9IAjmSMnh8rCkjg2joNDJqGQJgXaR+ipgr60PsFvxx9LVviuQ7qRR53qGqKtIsJU1MFCJQLTlrbUVSNX7H2hgoCkbeLdPllp659/BXIYKxTgOy2+esck9WbdxWfXbbRWA+ny89gn0IkVBeW5yI1eZer7d8fktPaJ+/WCyWFc/VeMMlcFQq2sRpvawUt9VsYwxn5+cMh2uohj+c5x20kHR1QqIT+hsDOp1sed7Oe0xzTm0VvD2v1QrN6rkvgepdVR/uol60oH7V/7ldjKLf5mvzBNuf22qxretldVsphYsGkiAj3cJoiSNECka4O1p2dVNTFAWz2Wy5YXpTRoiWaXGxahL9nIs+tU0VJut2CKenDT/PRzVvENE71Sp05kgQON+Is4SKQRAOghM46+kkUdjpXWP8j8P6WNV3tsbowLBjsF5SWY/udNh95GFu3HyBxfwYHxTf8dR1Ts5O+dLTr1CUI6SGk+mM9e1LaKLJ/AsvPI/UMTwhkZG7l2QZW1eugSuobUViNNJ5ets7ZN0+TmjmwpN3uhzuHyN9yawsOLn1Mp8qJlSzgulkyiPveIIbpyNun5zFSGRnsa7GBb8EYrW1WBfDUGQAb2sWNuoCAh7pFEYEOllKKlKsq5lOD3CujDHQdcAoT55Dp5NwPjqkmJQ88JYHSENsuUuTobvrJMNNur3e8rq5EJDN98UThb1aXwhBTRN4QNsxcXExEXiETNG6qTD7uGkJ1lNJh0DiXCC2dQPSR36nlBonXxtUfiOGdZ6T0RypYocuTxWJBCEaCydeGyCtbnjvEs7dA17bx14PNK+OVVAMF+B7ldbxqirmPdXm9o+SMgZlCMH6+hpXazg6n9F1lixN6AyGbGyvMxmV7B8cYgi85clvI1RzpmfHTOY1KiRc3r1EkvepK08iE3J90RVLTE63v8alvWs8+sSj9PIek+mCTreLD4Fhv4NUin7eQ/hAlHi1Jw+t7ZoQgt29vWXi6eq5iVa0HFqqZ7NJ4MJaa1WY+KrKZ7N/0VKhtAAbsGWFr2tUalBAnpnlOihbIvFr3I5/FFD+Rg8hwCsVv7f+IsI8NNQAIcAkGkLAOY8SkkQr0hSKuaWq1LLY1a6PbXHo7nusdVyqkUKwPtxgo7+G9zWDXsbo6AxXLjAikOQ5/X6XRK5zejpGp5puf8Agy5hIS7kYYbxjdHaGPRrT7WZoEUOJ5tZxazLhdDJlbXjO7HzOuLAsKstksWA0W1AUZaQWaAVSkHYS5tMREofAN77aIcaLW4dSZqnDoS2kBE8IEpxing1wm1fZfWAHk0jKxYT5+Ix6uoD5HDed4Ywm21jj0Xe+g97uDpMQKAOo3W2ef+YrfNd3fifHN29xenjAwa3bZFmXd3zLtzM7HPHSM69gTyeMZguenz6N1im2rNiWm+iQc/zFm1x//1u4ev0aWbbG3vd8AP3Qg2RFzf6Xn+aV3/89Uh+ds7yQqGbuRkQLOJTGuzhnewRWRiczLyRBghABE8A5ixQKKUUjKg14B0q8tlaiHd8UwHgp7rondMO6C2uwtv2/NGYOAS0EWZKgG2C3JIU3O+Esy5aThpSSXr+/bNuvgryWdrEqKFsVe7UVTyFEDPgI4cIerAGFrZivPR+4mNStc4SyxDdgOYQIEhHR00/JGPpxL3CWUhEQzOYLsryDB/q9Hs6DrSyZ1pgkYWNrLapLG8Fdy4+Mh3fRygwh3CUoXLbW4B5Xh3aijdyi9nqsgud7F6l2s3EhHrl7YW0fCyFQNxSS1hM5tM1FraJdTCPQE6rJdxd38xPbv6uqoiiK5XV+U4Zogh6aSg8ErI/OjdEMPaYIOu9RhEbfIhAevPNNU9WjRdMuaqypSluTKiAEbIi75NAqzQVLD0/nPWnwGOGQ6NjqCgGvNGv3XSfrDzidHLK7c4V+ZhnLGVJMydUCk3c4XQQ+++WvYqSkIPDK7dvoNKHfH1DOx5FbPhiydfl+qtkx1WIRF+wAPukgpCYITaU9ebdPKMfUZYkWgVDMuHVQQQ1v+5ZHKISBJMOYhOlohJASZx1Sa2yIdkJ108ozShK8w0jJdFGQmIQ0M3hfEHxNmiWYrMtodELlZ5gkjTQq76lDTRAeaQQnZ8cU9hxfF8xnC7q9SEva3b0CnQ6J1nSHfRazCdZZQst/b9p6QQhq7+K1ba6PDyw5atHbOF6TIIhcuKaC453DOhuDFBoOnRLxe+VFrFi1VkhvxvA+MJouUEqRZ4ok0SCXd9pdc8fqeCNUinu//6vj9YR2q4+/PhhuX3fxmrsqysTNYifPydMcU1ZsbGywcAKUwNWW/YNjKluQmoTpeMRkcsaV7cvUxYTJtCDpbWJ0h/sfe4LZZM7Z+YTaBkKIyZZSCBKTsrF1Calzrj/0OCIIzNkYKR1KODqdBATkaUqoGy2H96/Jmrl06RLKvHopXhYa5GtHMC+byy0o5qIDFz/HuMAnQmBMGkGFs7i6xKgOwnuMVCghic6DrY96WPkdr3OtV1wvvvFDQGioNytFHilV9AkWTUentZpzEGxAyoBq4EN7z9g6iryUVHjhccGilcH5GqUjX1dpQZokDDtDNILRokAkElvNCa6mk3XI8h4mSREYjs4mBHfE2ppluN5nPjlnfH5MGgL1YsaiXiBDh8RVaBk7orPC8tzLxwgl6WjDvLJ4BEVVUds6rhVCkEhFt9+n9o6qWFDXlrKqGpwSNwMe0EkGVUUI8XVxQxULKzJ4JkWB7G3j1nfY2O2znVjOD/d59jNfpD/Y5r7ttzJTgrXLl9h8y3WGu7tsmYST03O+8OlPc3Jwk+SpdzF68TavfOZ5Rscjdnfvxx44nv/dL3Gyf056dIRUGQfPvEDHdOlnA3pZQqo9T3/y0+zojLLeoOgXVNpy6a2Pcd/Vt9B76IvQ63L+5c+x2D/ioSeeoLe7g0tNXPeEoJuk+CranlbegdJIpQlSRHcjEYOwXFXH+1vISN/wDu8CWqZ85m/+7de9w74pgLGtaxZFwc7ly3fxVltagtGa2XRKbS2DwWAJbtM0JW/8hVtXBSEE2pgINhvQK5XCN6BtCcja6nIjemtB7Orks5rL3UYht04WLZiHi7jj9u88z5cguQ3JmM1mUbynNXVtqapIDcnSFN1YowFL9weI1bPJbAZK8cr+YUPBSFgbriGatq8ATJIynY6X9iXtMbXH0wL9llIiRLRsU0I0QgO/PLe2ChQTgF6tSG8pDO37rPKo288vaZwt7ApVxTSOIO2mZMkTr+MElKYpmVTL1L92F99+/u3nDisLgbiwevta7Nq+nkMIgfYhVr0JSNEk/djI3apdzfHB/jJIxvsobwnCo4xGJg7shRcuxM9G+KiYFiGmA9VWoLVBaLDC421AC0+wJbkWeCTH0zK6HkiBstGO6sEHHuAzX/gsb3vibXz8c59hPD4jM4GttQGmO6AjNR//wz9ga2Odolhgsi6bl3dw2vDcM2NMd8DulfvodTqk/avMxudY71AEziYz+mWJEJLZdEImIbeWnlEM0h7F4pSRU+Ra8v7v+zf433/m56lsIEsSSq2j+CgEMpPFz1LKpu0V78+yrsm7OUkZOb4y1mZBR96c0QYpEpIkWnFpbcBVManR1szLGQSJdAtCMeXw8DYPd7e4st3H15cY24CVmt3rDzAdjZhPxhccca0xUhHqmqAktu2OtBvrJhzCiSj7qlwZrwlNN5yYbof1BKlQQlPbKvrShmi7r3wdN1BvGsAIy89bCdH4BSuiPdKFK8XquBfM3vv4a/3/64HjN/K8VZpEfM7y2Xf9LkRjBRkClXOYJGNtuM7LxzdIsy47u9uMzzNuv3KHl2+9wis34OFH7idPJSfHFc98+avUdYVKNBu7D7K+ucn67lVOTr7K2dEh188mWJ1jUhM3EEKwsb7F2emY/cNTzo6OSRLNww/tce3KJbwXUW2fxDUoFItY5Fk99qgWZDgYNCDs4nwi4G2T515NV2l5vssCrxCN3WP7/010NqBDwEhF0lVoDcFXaAkEj/AxYERr0ZQnINbW7v5sl7s3ETfFquHnvlkFiRDuuTeDaOzlPEF4ytLGeVAInPPM5gEKj27SQ5fuUd7jaotUkjTRFHUdnZlCHTfiaLJOwmBjDZV0OJ+eUVWSxWSMxjBYG6JlAmjKquJsdEyQOaNRybw8ZjQ+Y3x8wnR0xtliwqDTpZcNmJwcMuwlaK3Y2FwnBMfhyRk2SGaVpbI1tfXLDY9sUudMmrCzc5nRaIL3nvF4zGwxj2BPRWqXTBOCSlAIWKbeNcLNECOZQ21Rdcqt524j5RaPPnmNwcaA5559nsuPP86j734XVaJZ7/X41O99HPHSy1y5eo3D/QM+8//8Dh/8kT/N6M4cNTF0Z5uw6DB/ruCffuIfcXVnB79/kyKbE2zsehZCE2QfkeyxfuU6vTKDL+aMjitYO+WFyeeRlztc/sFd6Ax56ic/xJd/+1c5+vTn+e6f+AmyRx/k0AVcJZDes6kTJvWcLM0oqwohJLqNMMeCYNl5FIASMs4NthH5ovjFb3ZgbIxBK7XkoNqGQ9oKqlwD2IyJFAvdOCG0LXSlFCcnJ1y7do0QArPZbAmU20pz2rSqWlqB1pr5fL70Tl4VfrS81VXg23oMt+lsrdhOCMFwOIw8pbIkz/NlW6wF+WmakpgYwzkajZjNZoQQ6HY6ZGlKN8+jYKQJizBJElXERcHZ+BSk4Gw6pVjM0UGytrHB2toQpTRlXXJ+NsUFi8pjyoyQr7Zbaj2gvfeYJEHquLs0TTW8dcOIdJL2tSzbw+0kVDW7U7MC5r33S45vCGG5QxXEimZd1wwHA0wT4tEC5iVX0fnYblSCJEmoVjZGonnfVrzYuoOoxuIubWKw0zeLSsHFMXvXCFv8xaZBa4PU7Wk6itmMcjIl628DgYWFzEsqX+Mb8Cc9pCImA9kAHamoQkC4KMqRMtAFagTbax2OxiXWS4yUZDo6gFROsChLHnjkCT7xqT/gheee5vKV6wwZsCimLDprXF9b40M/+Rf4O3//57i+t8H4o78HJidbv0RVOQbr21y67xF0ktHr52xsbnJ6eszxwQFKCPLOGgf7+xy8/CxdbXBKEZRi7+pbuHblEqOPfozRTHJ/Cn/jv//fGJU1zlqGa0M2NzY4OT6OGwLAWQfWkacptqqpy4re+hpnR8esb1/m7OyMTpZhsg5plpAkGoGm3+8zqiIX2VmHkRqVGLK0g6s8rqgpijOqeclLx1/kfd/2pymHilunBxghWZc53QceY3RwwO26pCoj1zY0CYKmcQdwUmIbHqJsOjyCWNUrCazpjKqO7gHBuxi7ikKZFKUlChkTpZxoMIYnSCIYeZMqxi24uACzTZdoBXzeK5Rtx6rVWrtpvpei9ce//6vB8Ws9Z9UrPXZMmgj2eIQNvQXK2nJ2NubWnSOOTk+oKkk3UWxs5sy9ZHPQQzjHyeEBiJyj0ymdLCft9Dg/PqaYzUAl1CJlbTsHaVC9Abk03DmZMvY5ppPT7Wp2h12Gm+s89a53cTg6Y3NrwLe+41Gu7m4iqLHN8eYdQ1FNoJgRXL2czxCxLg+C1KTkqs2TaObaEOl6mtidkC3Nrw1Laa9QiELfe4dYAbNCCJQALeNmWosIhoVS9LIcbQSdbtaEE4UYR+w91jUprw2lIN4Lkeq1XEu/xnSar+e4t7MQXak0Vhnq4BjmguAtRekoSxC1wUpi4MWy0xDDP4yB3rCDO3N4avKeRqiYkIj2OCkw/XWsV6SJ5s6dCdubOxijkM6xmE6ZzGa85f5r3DyY0t3YpqxKbFUz6K+TXd3j9OBFVFWgrcbpgum8YO4FvURQOoFWio5OOT6LLkDCX6S8OR+74f1+nyzPOD05paqqJYZRJkMmPZzskOaC0gZkovEugmwlBCaJLhwWGreoktT1YOKpi8DeOx7ih/6z/5hOJfjbf+Wv8t53v5vq+v0c3nyFvL/O9cEmu6GPGH+S6S9V/Nbhb6KMptffQbuK8+ktZOo4GX+OQd9Qlhq0JUiHChkmZDhb8cr+V8j7HW7ffIH1zoDPf+6z9Dr3sXP2Tj759HPctL/J7g/u8d4/+yFGP67RJuHjv/BhPvnLv0J6do6pC6pijKgFqdaRsx8qEC5eLxEoa4s3BuUVNJ2Q2J32+Cjz/yPvrW8KYAzgCUzHsXVLU0ltnQemVcVgOFyCqrSp1rYRy0op9vb26HQ6zOfz5eTSCtt6vR51sxMsioJWoNaCq6IomM/nVFW1tAMDloEfRREtcU5PT8myjG63uwSG7XvN53PSLKMoyxhSkiSMx2PKBiy3HGKIEc+LRUFZFpgkWXKbpWx2NU3VtKpqEq2ZTqf0AnTSnNJaivGYo2KBThO0EORpRq+boKXGCHXBmWwEcaIB8XVVLSvfbaXhtZwopIqfrW9EhlVVMZvN2NzYIMuyC6/h5vO/VxzjQ8BbS1GWTGczRufndJMEYUys5jfXrt2ISCFYFAWmpZGIGM1ttMasVBbH4zHAXSmErXiktZj5xo9AZRfUDpyI4hqCQzTxwXgorY1gWRIrmfUCLTxVCbnQ2FCQoCks1DSLlgeJRohFpMgIqCPREAcY5+mnMLbgpSZRkoCNyuLgqQTkEtK1AQ8++DCdbo87L79AN89JEs3Lzz3PSWJ45nCfRx5/HI2nt3UFk+Vk3R5eVXzrd/3r3H/5fp698RUK6zg8HmNRpJ2UejrGC8/zn/sEofIMtvt01vqIasHG7hW+433fxdrmNn/97/0c/9FP/Zf8pf/ur6HthFQlVIuC/XIfqTVpN6FYVNgAi/kMbRKcizQqplOG65uU8xk2WNI8pywLRuNzkIpO1uP0/JhEaEyicEZFmpG1iPkcLWcoHwhuymR0gKZABcuVS1s8eu0Bnr61T5YqpoXm2luf4PTsHFufgI+ccSkkTjgQCu8saWIQQiJbtwrnSJWiZ0ysZAOhAczK2miqL8BWNaREO6UlqFPLatybhIuX1dg4IkcvUtUaO6vXGPfSJe797t8LdFd9jdvnvh5VYhUov65Ar6F5BMKSTyoEFLOao9NzXnrlFi/cvIU0CdVoxPbmGt1kjfW8Q+01m72Heej+XY7PxpyP52ztXMIlmsH73k2vm4EynIxKXrhxk/2TA3SSkKRdDs8npEWgv76OlEPmZk4vz3jw4eucfnLCo48/xPpGD4FFIJuFN5AkKaPZmL4PSwoSy3O8OD8lUqTUd/GGhYzhPlY4OjKJmzPvGkrOqz/L1WJIvL6Nh7GIgTiEWASpbYUPFqMUeTfFpBndvIfUEfQGFwsRi2IOtgYplhqcaAUnlwVk+cdwNf9VDa0jrcVFM2MEEm8FnUGfk9mMVCgWrqDTMSRKUdeWQAzKUBKUgbr01Ba63ZSkrzkdn6NCSvACW4LUMTUuzTt08jWMyRhXJf3uGtt7AhTMypJ6NEZUNRtr2ywWJTqUdMx6jKhHMJnM0TZw/5WHuPH05zipJhiVRBqmD4ycxwnD2qU9pqPzmHjn/bI7kiQJnU6HLM/xKnp2T4sFobbgLEJqVNInyQegNVL26Q06TEbnKBFwoaSuKyrn0TolywyaNuRDsHZ5l+effZ7/9599hO9///fw2Vu3uW9vj6fe+25u3zxg9OKY/ZfOsb/Voy93+Nbs36GawlZ6hRAEedlDG8Xm+qPMqxNUOkXIU27Uv4O3KTKr2Ow+wF7+naT2Mp968ef5gfd/iNGNHUJR8raNB3FW4o8NmV/jIf9jfFv3EX71f/qbfODffj/762s8+YM/xAf+4n9AamvGT3+J//rHfozrvsRNx3it8TFTKTrxBYEJBipQeAQehV9C4lgc/f8BxxigKkr2+kOsFCxc5N8659jf32dzc5O0sTKbTCZxNy3EMi1NCMFiseDk5ASIN1JbWUySBO89g8FguRC0PNuW8tAC2fbxlhbgvefo6CgmE83nbKyvk2bZ0v+3FcsNB4OlJ2Xr9duGk8zn8+U5iiXJ32GMRohsKeyRTRtZa02v11tazUGgLktKB8Fa+p0erqqikjQJdHs9ukYTBGQ6izLk5vdpHSdaay2JMfi24i1EpDFwQRFpNwqxOhPBKs3GQkoZjeAbW5/A3ZZJ7UYD4oLmGh9YrRRra2tcvnQJX1XUK64SLXc7xnDKpfNE6zWtlIoBCg0Vo7Wy63Q6d4kFQ7ORqJoOwTd6xAVMoo2E2kZ+sYoeSm3HwOQZrnBIAbaYMz8/o1NB2mAQgWZiHUYYjIQ61HhfY4TCBk8iIu+sdg7hA7kAIT2zhcMLhUuhntWkadzUCO+RVU0dJEIlvPXtT/HSyzdY29xgfX2LLMvJ++uMLehUoU2fj338o1y5+hC97b14nUanCJNQiwUv3zzke777PeSdhGp+zNnRGr7To9PJ2Nm4zCALnHnF1ceepJhP+crBCV/5mZ/j5jNPk0nNX/npv4Z3JZWMSnsjJMp7au8JRYhR4ZWnCJ7gHdIHtPdoIcnznMloQr83pPSOrNelv76Js57z81O6/YzFaEY5mtFfX0O4iqKsKCmoqjmdfodAzaIc4ecn2GAJRuNkrMjXFTFKfWOPnavXuG2jJ6h3kc4i1EWCJbVtYk0v/H5bWpBOE1LdhtxIMCZypYlCIcfdoNI5h21oXm9WyXjVvSYQ7eOioPDiOffSy1aBa/tzOwe3m93VivHrCfJeb/xRWobQbDSDCAQc+AQvHd5JTBpXRUvA65SDoyO6IqCShCxN6XUTlNL4oWF3M+Fk2uUrz75MPZvz4KVtchP5ifOiQs1GyNEZz37+aTZ37ueBtz2BK0ruvPAicnHCI7tPopWmXJwyPT9lfdAlMRGkR3ZEs+Fp/NvvH+Yoa0n061fHZRPS0c7boplXtRDkQUT7x6Y67FeoDvd+dsvrJJtIZ0JsLesqbtqJKZuCOHerptqfZml0wAiBurZI11I5RNzANpanbSFKykZ/o77xVIpuN+epdzzCKzdvcXo+xoXIHS49TOdzdCijiNQr6jIeX9aLtqHlIt6v3YEiyzMmswlVXeCCYW07Y3o6p5woigK00iiTkGUJxiR0e31UfpXJyZTaD1jfHHKyf8jG1Uvs7W4SvKcYFTzy1nVmkzFrww3m8xlmdwdv5xzeeZb+zlX02Rmj0QlZt89iUTAvFkuq53A4pNPpLG1mlWo7IrErkivN/OgEU1dMJiXIlLrwOFuiUuj2NjGdAYXVpGsDxmeneKVROiURIYoSiX77ebdLUQS+9PlnSQeBa489SX7tfo6ffYYbf3CTX/38L7Htv523hO/HJh7vA3UgFrFUikfjagWuJsUjjKfilBu3/pDL3Ucpix46P8fNUw7Pp9T6Jrv9SAP9g6d/ngeznyCtNlBBRhcm7xG+JmjBl//Gy2xtfYBLP/Aefun//l8x3SnXH3+Q/s793P9t7+Q//9jvsNCC8ugOf/iX/1smX/oi0lfUvo5e8g1+c0oj4h6m0fO8sfv1mwIYLxYLOp0O1ii8EGSJIUsSUikJW1u04RdKKUyaMJ3OWJydsb21RQBeuXmTq1evLoV6bUVTKbW0YWk5ti1QTdN0Samw1lKWJWmartAJBHUdIztPTk5iOEaIyTLta9tJDC5Ebkop+v3+0oO5Bbi9Xi/SRRpOZq/Xi5doZcFoU+daYN2Czn6/h7OTC75w8GijSPMErSVJlsVKSqJIVizi2h0+sAT6Lce4Pf7VasNkMmkWS3eXPd1gMFieT9rtYhoaRhurveoIolrPwRWgL6SM1i8rYHE1dtp7T7/XW3KXW6BtG4u3tlU7mUyisKal2DhHVdeUZexbaR8AACAASURBVBU9ed6EIYTABR3tbpZgKVbbpdAkRpJow0LZRihR4mxJ6uJC5YSGIMlkdLewziFxZEknCva8IEsURXQ+RwJKKpIkYUKF8WAqj5UCygInYuUv845pZTlzikuXdxhNz6hsQCi17Kq8/fEnMGnC6ekRT7z9bVy68iCF7HB6dIwbnSAXY778hWfIu1usb+/QNY7rV66gneX45ISDw1OKuuDd7/sgoruFTBOwnvODO9y++TxXvuXbeffD1/jZf/zriCqQoBDWo2RAaIlBQprgRCB1ZeRVSxVt/zRYAZPxmN76JnU1RQRBkmcURc34bEpmOpyd30QIRR3mnJwUZHmPJEvBQ10tmM09ZT1lNi+Znh0zn8+YTyZMxlO8lXQSz0JISA2Pv/s7IUhuP/80xWyCRKI8OOGxZexIKHkRTNPOM+3G1mUaXVlwDu8ttXckQiJ8oPIOEVh+V4BImRJiGYP8jR6B2KtXSJSObXIJyCAJogl6kDHmXUJUgVuHSROsq5eb4VVHiNUNQzsn3uuY8EbGvd7HywozMT2QEo7GC/7Pn/1VDg4PQZdcubLLxtY2C1uBdxQ4JsWYRVUx0CbqHHzAS80gKJ54+BpYi/cWHQJVHairEicEW5f2uG9vynB3h73NlEG+jpmf8MXPfJYvf+r3eesj38K8OOeHfvhfI8+7bPYTct3oBAQkALLGV9BJJSHroI1GiKiiv9g6eAgKmXpkzDFoeKWxYxHpOlA7v+SuOwHyNTYXq5+vFNHFJngfI82tBKmRwqBNQppnrOVdglbkWjPsdtGJwllLnXryTk6apnG9UopOnt4N1Jr3e6O0ma/nKMuC555/ljTNuO/qDt4FptMCPzAcH5ygpSLgMEJQFja6zTQJMMoYcJKzowKhZ7F7IwVg0VrQ6XVZLEpKCyoY8IZuuka/s05RF8zkGvngEslQAgs2r26SpznB9MiUoJcHpNZc6Xbp9lJOzk65fXTM8dkCM9xlt7PN8+OPkeQZKkxIsYBl7irmVb2kZ3oROB+fRxeupsDlrENgmZexwLKx8wjzeYlgQWVLisMbzE9PMJvbrN/3JLYS5P0BttTUdk7pSwiOXpo0rgyCXldTVQsmt/b5yvM3mH1sSmYf4nF5HVFIFjoQXL28J4XQcf6mxLqAFwEZNHUNWiR09H1c2RQkqaErH8aYOTjH7uaTbCVPMJ9Y3vHID5CWe2z3rzEuRrjCI7wieIWrNV6U+AD52YBP/RfPs5d/N+vvztnJ+5TVHf76n/8L/PTP/B3+wYd/jQ/82R/lu/+H/5E0OA4/91n++d/7WeZf+QqKOTqReOeoSoFrDQ5ENE4Qf4yt8TcFMNbGcHx8TNlYngkpKdOUft5ZVntdY8JvhKSbZtHiyXvqxYLBYLDkvkY3iwhSsiyjLMul1duqC8V8PqcoCtbW1pZc5RZMSikpy5LxeMzm5ubSyqXyrsmvV3ctCn6lgg0sf//p6ekSAEoplzHXrWPGqpMFxMnOtBHHK77CLZhtq9qCgNaCTILyFxzBWHVorXcuLNpaAF83VJH2HFuw7L2PtIfplOFwuPx97XNXw09EUzVWQuDVRZyz9575fL50FmkXRLhwkGiBf7fbXU6q7XG2x9h+Xq0dW7s5EUIwGAyo65rxeLx8X9sq/18jEOAbNYyPSYhuBSAI0bT5YDnZhRCoyyryWI0m2IAT4GuH0AqJa9KtBNbFDVRtHeNQNe1TiZCeoioZTQPBQS0lHodXkspaAoGOkQwMlL6g07vEzf0XMXmfsCh48tGH6aYZv//pL5BvDQikXF5L8LUm7W8wm1RMpyW1q3nq0bfin7Y8tvcwva4mWE/QEtXtkDrQ4xnDvftx25dQckBiEhZ1TZWOcUj292+jg2fngWtMTs8I4zFVWeK9w4SAILAoFmzt7qCtpw6eRVFEPj+CfpYhHJxNTuialE6ny3y+QCrFpZ0NqkWBGEmKxQLrA8PBGlHP2YTAaIGnxtWBcnyHD37P+9jducxsXlAtZkgTWChBsIKqttDJ2HnLI4wnZ5y/OMFIQVlXUQTfUCecENjgG6/1OMm2dAFnq4aKICIbwQesDCgpUC6AknfxZZfV2K8BMH49R13W2EVNJT3OKWxlmagqCrtkTEjzHoRSUeUtIMsMGz2DDCuJYby+SO/einH7+KrbxR8FmO+tVgshOTub849/43eZnA944ZVzbFhweaOP6efIXDGUPbYGPc6OD+kmOUJ4rK3QRqG1QgqNDJAbja3tMs0zVAtUqMkTwUwGNne26OcGVc7wlGysG97y8B6Htw64dfvLvP2db+X8dJ/7drYYZAKlLqgNMWhHkkhDnng6wy3yNIvIvjVWIroPK6/opylGSiq/ct7Cg3AIFRDKI1wrhLuo5q669LyWgBwisEZ4pIwvV1KQJzG1Fa0aemCPjY0BZVkyn88p6xpX1ogQKUBRy2HuchxSK+vgN3JIKbmys9ucb6SMmMQwXhQYo3DeUtPw/INv3Do0QQSSVBKqGDuvtEJKBcoDjmIeyHqGtS2DrS2+gDxP+K7v/lN87w/+CCOGfPmoBOFxPjAfz7m81efK1jr9LGExm3FweIoKgtuTkllRUFWWTqbY3dwi39vh6PacP/fj/ymLyRH/9Dc+zMs3nuFkdMZsPolcZ51SltWF5qnt/IZAtVhgvSftXeLt7/ogi9pwfLCPmk5YzEcs5sfMFweYkxkbW/ehzQalD1G0rWJYklRNYQ/ZrEvRtSMRHXSSUtkEP1EImyCUxVUC9AKhPETTNwAqv2DhaqRKIKwjyBBeIemSchkWhnVxiSTEjlwvrOPrHkEWFOMaEUrOzVfIzVUm7hVq6/A+p3QCXELWSVChw3ziMFWP2ack+y/VyKTPQ/X3cfxKl4cfuMLP//T/wge/73vp7Fym9+jjvP8v/1eI2Yxnfu1X+eI/+UVMWZIJgVVQE7nzWio83/jku695tEAzhMCiKCgb+zTdtNnbL6JrFKSImHKzCh7LpjKspCRtCevOLQVn0HBl53O8D0gpoAmIaMFZm4y3FOw1FeRutxuPrxGA1Q0QXK1uCiFwVRXbpqtVUa2jnX8DjtogkNZJQUoZPZtDVLwnxpAag2tcGFoAOxj2GxBrkTIhTaO9nTEp2uhG9AZSy2Wk82rFRcrIjVwV0zjX+OLiMc2Xb9Vfuf13u4i1gscQAlIpMq0j1615Tfs78NEipm07txXfdqwGn7xWeEjkV1c455dgWak4gc/n86UzRqw+W5x3BP0m3cohxCqQi1NG+wcJ3sampwqaICIFxdY1dVniBVS+ZFHVGBc9sbWKVjrBQ9FEtiovqZ0lmOi4UAaP81BVHiMglAInPSHRJMGihSAxCZ1uwrgskaEClSG8o5aOo8mUynqGG5tcHnQ4Htf01zewhWbmBPNZSZZkXH3oQba3Nzk+v0IqAzsbPU7Pz8n7Q/pWYMUZl7cW7F29H71xmWTx/1H3ZrG3Zfed12cNezrjf75z1a3heigPZTt27ASSuGk6tCBNNwIh8UDTgNRPjXikQSBQxEO/No8tBEIIAigvLYWoh0SdHuLYSdpOqly2q26Nd/7f/3D+Z9rTmnhYe5//uRUnjp1qO2zp6k7nf/bZ66y99m99f99BYGtD1Tgq42mMo1oued9aismUo6tXOe749sEaqvkcS+RiGxt5clkX8+qdJyhFAIxtwVpCVgCCREfEtVqvqFcl48GEar1G6xykwpgG2c1FHxzCGybjCavlKfuTEVorlBSkOsXbFiMkiQ7gFct1SZA6ClmEjMh/iMhp382Q3f1NiAEgNoQ+WZW0a3O7jmEaO6CREx5ErIdCCKjuvqJ7r59MWQx1VfEH3/wDXvrkHRgOsc4ipN84VUhJJ0JOOltJ0IlCyVgswbPive11Y5tP3B+iz+YNz77u+x3b/+4JJCJa6D18fM4//dp3uPvOmlVZUxtHMdIcXr3C7v4BaZIihSRTguvFTRBmAxZoFQshgSdNFFZ6fBAEG7DeYa3DVCXNao32jpee3wMnEdZSVWtc0zAa5BTPX0VpRdUseO/dhhvXDgDX8W47P10hooWb0jx6+D4fH99AyfT7ULcFSMfedAcpZCzgu3XUe48UHqk6brqIkfJ9edKvq98v1evSKanrNCmBkCG+l4zR5qnWiLTTfSjJaDAi7e4vT1yLg5BoAWmaoRO1WYt7ofhPojB2zpMlKSrRNI1BKUgyTUgctp4wO18AgiSRICzeBnwbsD4glUXnGYm6FMEmWqCSFNsKhLMUSYIXgjo4dG7Y2R9ydHjI4rhGeQdagHcUg4zd8ZTdyRCtPMulQyWSUfD4VFK1msnukBuHI3YGCVVjOXzlOV598Tp1s0a5hIcP3+etu9/m3r27LJdnnC/OyGScw21dIlVG6yNinI8P2T+8wa2XP85gsMfjJ+eMJzs4K2lqgyAhyIZMC0y5RIz2Yo1CQCiJlhkqBBKZUHtHY02kntVrhDUkicQkS0J4QnXukFUgV/tU5gwnFvEe9wmj9CqNeMSqaZAyhSQg9JAgQ/TMlnAxf4qQ4HxKml6hlUuMnEGhMaucxfo9Xhi+DNZTtmcEl6CFxOfnVAtFOhhSr1OE2olI/SNJeVowniRcGd/k/V95gM2OCB8IBibn8ffe5Xw158ZLt3ksPHf+yr/H8DOf4XC+4rf+z/+d9cN7JDJ2/E0IJH9yXfznozCWUrKzs7MpNo21NKZlXVVMp9PIK4auvW43vM7tNo4UAtO2qCxDKolzfiO868VzAELIuBNHIKXYJMz1hXG/2PQ0hB5xLYpig5xueytrrWm7IjaXEtlxCzcIsvdUpiUB0ix6rWadi4KU0XO27T9bd01JkpBai+mcMaSUDAaDLvxDd2h4FkNDtEbrrnXZnbdHuD780OrdN3o+oDGG4AVCRi72aDTanA8uxTkbU/utTYOUEi1jm9h3SHxRFB0VIKJM/abGbRXG/Xh/OGxkGxXfnhdKXarfe2u2nm5S1zW+MzT/ibWjA9GLlm2maFx0I08wOlX0pvzWWJqmpXYu2vYZByS0xuKTGP8aHFipMMSugHQekkAqYsFlhULqKPBRRJstJWM3RUpFlmgmowF7ozEOx3o+42RWYrXm4fmC86RilBesZyuODvapjWW9Ljmdr2nLhkkmONqdMCxyBoMhhYCd8ZC2aRmMBWM5Aj1goDJeePklzrICbEvTLnFtQ7ta0dY146JgVdcEqRlneZwvWmEJ0QItuE2nhiQDlSBVgkoSZJqQFTltVZEnGUmWYbokzLquWa/WaCQ6Sdnfu8KiKjEm2qgprVFSYFuHNTVFWmDamgcP7nExO6fIB+yOB5wag+lyEBxg2pb5k8dUizkyxCjoPl49Kt47S60QotVV350R8TuQnXWb7ziBQcTOivUxWSqEEMeAZybLT+xomprf/cbXWFQLDg6OODg84ujoiCAk3nmU7Oq44KFzSek9uz9cz34/4d1GUNyJwDb+YhuzsUsB3g9Cj52XPDqZ8/uv3eNbbzwFNUUma6TSjKcTisEAITTWRZClIXD16Cq2WVAMhqRpFLfF949JcsI7HA7jLLP5nPW6pC5L2qZkkGfsjBXrylIvG9q2xlpD21S0dcl0Z8qTR0/QQVN9/lXEUJIIOsswLgXQ3nHv/iPuvBxjxOOzZyuwCAnCodMcIS8R31gYRw/d6GMcwxniEIaNzuP7OYZsj+P2/0e7roii2s55QoZAkqU0ddMFSOW0psU6T5amBAxegFYR5OkL4x7U+WHoMR/V4ZznfDZnujeJz97WoxOBl4G00KR5gkpTimkahWdVi1EO72OKqNaBVEjwitbYmC2lJCJ4vLHR8iw40kwRRIv1dQRf8EgRk/CciUmXeMdyuSYES7m2tJVFFwqtA+NRzt7BkBsHQ2gsi3PLxz5xlUkai9QvfO6L3Lpxm+nkCpPxNR48ep/2g7t4Yaiqkp3xIYiCZVWTFzkvvPgCL9y+w5VrRzx5/JQsOafIM8qkQJCAVyRyyLA4wIeETp+KbRqEsCSpJM80QmtsZTDGolXAtBXBrFEoRA5+aGmdQywF0uWsqnO8WpAkClNLCn1AJWdUtiFVQ3za4JB4V2GCofWOxpeg1zRWkxEIIiGIFsio6gmr6imIj4MI6ARsMAhVk2UtTWMJQuOTktXqGCUdwTlan6GGu+hVytu/9hqT3Ve4efB52m8OOT5+hzq/IOwd8O7b32b88U9z+OUv88ruAe+UJebhPfzZMY/e+h7tySla/v9AfCdEtCGpqoqioxksyzV101C0LYvFgizLNrHPwKYo7W/6JEk4ryqsi0GZxlpkYMNN7m3TxuMxTdti2pZEqw2/eNt7uD9P0zQIEa3OdnZ2NufcdqNIkoTVckG5LhGjEelWUW2tjYVMayIJvHuI9tGzMWELgnPQi9cQGyqBsTHT0nWpeT1qqtSlx2/onR22UNjtcd3mQfcOD31gSUwXvGx57uzsAJfiwzjO3afaav1uF84iBEKIhW+SpoS27R6cYqO4F0JsxH89StwXin2RvglQsRatVEcziYI12Z27F0rKTvkviHzbdceZ/Ukc0S+026j5yAOUgOuuTdKlg0W5OdY56tbQWAtBkeoYCSwDoCO3UwpIUVRC4mUgJ0ErKNIUFwS1FfgQLXyyRKEcFNLQhjTGYyrBKFf8zKuf5uliyXvvvkVVLti/eoNsOMY7S12tef277/BX//2X+f1vfouTBw8ITrA7GTIphgijyRNFlkjuPHcVIaP1mFcBpzTFNGMy3CUZDch9wiwEZJqALTGrU3y7Ym8yoWkbCIHT09O44a3KSDlJUvCOJE3JsozRaETVWESiSYZDdJrEIjhZI7UgTXTXbuu6NFozHk9YzOccXb1J9eADjGmjl6v32LbF2Za6qhilK7Sf8tob3+ZTn/okn7xzh71JwfBiznnrmK1bggTlPMfvv83s+DHBxTQpKWMoxGaT6TthlYjFtFIKKeIm0XqP1DpuVqTbCD20DzgX8NIjlOrCWWICnnM/WiT0R3EYa/jgg7vcu/8eR0fX+ekv/wwHBwcRxXbPQiqx8KVbEJ5t129vwJ+lTsQQkzhSousihU6b1nMKfvB9q4CTecW/+Nb7fPP1x4jsMCKciSRYw3Ra4DwsVxVKQT5MUR68yji8/jzTaYFOLq0luw+N94HWOJrWc3p2wWKxRIQQVftJxvnFnOW6pDGWYGOMd1mvuP/ePZq2phiNcK3kwcNTbr+01wmbLgU+IQSqpma2aGNcvPRb/9vvEwQgab3YrMXxc8Zx6buppokOAiGEaCW4hRJvh0Jtxl7EOaZV3EA7Z3ESjLFY62IwgrMorygGBYvlkgBkaUqeZpjW0CRpTHclPqNSVXTASb8Z/9Eiof+sRwiCh4+PIRW0jacuLYKATyLdJxkpkqEmG2c0bcArjygkWiqa2uLbKAzXaY6hoW4tbWujxiFTjCeapqnRSUpjY5c4yVMOjoa8Pzumrhts02KN4dFqySNv4waDlPOTM/T1IyqzAinJgHZR0ywdiUmZJB7vDbZu8cZi6ooiG7C7f4uzlWA6Vpwu7lEGx7Xrn0CEgqJuuHbrCl/52S+wOx2xupiR5RmDYUK1Tkl0tKwlQCpHaLkH6S61M4DDtRXBNiQhIx1EZwsRYuCUEiCCwZkag0LrjEY1FEcpLre4ZUtwgTQZkacZTbOkEUtqW2Fo0SrDhRpjPdAiCCzaC4bJISITWG+wrkaZgMNStTXL+imJDszrJ4hCo1JLGxY0YU6hx0ynKTQTtFoxW73O4egqqAVGtTQ8T7D7zFYXjPOXGd2/xeP/Y4VJh+x+8ZBBdY3k6Ws8LL9F+vQh01c/z5f++n/MKMs5/s5ruL//qzTfeYvctHD/yR87x/5cFMYBNohjRNdgGAJplnH37l2uXr26QRP71v62MKyqKqSUHBwcRDTRtBBiQTWfz9nb2wOInN+u6EqTaNJOR5XoHSx6xNL7uGNWXYFbV9XGMzlNU3yIfsnOOdarFcE6qrZFqktRmdaaoBR52264QsMs24jX6LloXYHsWoNWEiWTWHB6j7eWQZ6jkgRrDYNB8Qw3N2xxy3o+MFxyGJ8Rv2ypx4P3HcfqMu1vW7B3KdazpEkGgmdEjZFDG9O9XLfp6M/jQqApS9rOuWM4HNK07SVVQ8aIRx88eLERO/YuH8FHP9gsjXZ0CEHdeVt752KCVEfBGI6GSPVs9+DHeUQBZYyg9dZBVxz7AL5P+CN6VIYkAenxvmJHg5UZkyzHiARrIKiYjKYJBBlTstMkwXrIE4Fva7yNbWClEmpjSAuJtAbIUFKTBU8mHS2gC00zDxxcvUIiFTdvP8fewRHziwWv/8Hv4xYPeO/tu7zx+9/g/N13+Td+/hfY3x0xOTjg9osv05qS525c5/pzN6mqmtOzc2azmienNXVp+Lkvv4QTisJIntTnyPWC+dmcdr0k9StmZ6sY3TwaM7uY0RqLIQZx5FLGTokQyABJVrBazmL6nBQ0bcvjR8cM8hTfWJbzOTt7h1jTOx8Izi8umEwmvHf/PfYPDzh5fIwPIVq9GYcPhlRIXrj5HE9P5pzqY95+510OrlxFZQNM4/DG8ujhQ4729qlX5zSrOdYZgowFiwdEgKIYxPlL7IYEKbpbOGw2c767p+Pr4gYYIUArRJZA3eCti+w2FR0Dfhil9L+KQ8kEfODs8TEP799ndn6O0IqkQ8q11uzt7V1SoqSEIAgeHG6z9ggpoqet72rnDhCOtrsBROhwYgEiiqF88CgpcT+grdn6lm+//iYfvHWGXSlk2qJlxmCwQ9qhnW1TkA2SSKlSit3dCUpAkXXf1dYQRzDCU1WGxbykrC06KRgUEIjr5cPHM1brNctygdQJy4s5iZRkKmFn/5Dj4wfY1tA2it/++r9kd+8rDPMdpArdAEQxIzhW6xInLS40SBcFcEixedYhBDvTPayNYuOIxnZ0PyEiiltX3Wfzm83hh1H27WJZylgQt62hyHTHGZd4FwvuLEtRWpDkmtF4yGp5jnOW6KPChtqHEGghwQYUkkynpElCmkSR9U8CMUYEaut48OAElcSuolYJyufRkiuAWdasL1bdBBQIBSIJyACVc6RJQhUaQqHRWuIqE7sNCHYOD7j/8ALbOOrK09SxFrg5PeDrv/c2f/jGXQbDEeMswZULXFthTY1p10yzjGaasT8d4Oyag0Ry/94JdRn4+S99EXMxp3Ep3kO5qpgvFszLGevqnLZcEbzlzTfe4LM//QWaGrAVP/XFT/Glr3yaw6Mpy1VFuVLoJGEyKqguPFkSXad0lpDIESUKZRzV7AIhXHQbUQmNsSwWM3bG4+iPLSTl+gLr6k43pJEebCg7brklnawYqQJfW1rbkhaO8+otXGhAGRbNgqqdMRruMB0cUYRbDIvnCD6gshuQWIxpKOsW58AYidYrvC25e/yPCVaQyIJEj0n0iCwbsTe+hkovOHm0ZDIas7s/RskRQgVGwwPScMTzt64xPzZ4X+N8YNxMaP+F4o3ffsj0cMhP//K/jVOPee2f/hY/97M/y3lQhL0D/tJ/+9+zqhtGTx7xDz/35T92iv25KIzZKuCqqtqEawjgYx/7GG+++SZ37tzBWhttw6zdhGSsViuuHB1tUNBehEcINJ3YrCxLisGAqqqiQXYXCiGl3Pgaz2YzptMpRVFseFv9++1MpyAESZaxXC43/OM0STg7OyNPUlQmOZvPI1raFUIIwXy5YDoYkmSR+qCTPp2FzaIo6FL20sgt7qkaUsTFczgYYMNl0ltPibDWojt0uV+g8jz/I8PrfRc8ISWh40qqLUugng9dluXm+i/Fe466XpNmKZF+cslRNt33sCnSu++xDwxpu2I4OmuMn/m+QxDgBd6HjdVd7zPtQxQh9jxz7z06BOqqomlbdJLEAtR7VEdZ+X48ux/H0W8EnDEgwEhB03G3de8iQgAXx907ICjG013W1lE1NTrPSWSLFwEbBNYFUhtwwKJpyZXgrIxomwQSFxBtQ2ta2tpx48YhD54suX00QbsaFSpuX9tnerDPa7/+G6zOzrhy63m+98FD6tffIFQV5xdzvLHc2j/gydvvUJqW1rfk4yFqNOKiMUyGE0QdaUyr1YrJ3g47oqQmQaiMbDplNV9SVWuyIuVnP/cF3nxjwO8vTnh8co9aST71qc+wnM9ZnJ8xvXLYte80g+EQ07YMxkO++4ev8dxLH+P45IQgJOPhiCwrCB4Wy1PWbc10ukOeZzSNpaojH3Q0HDIcDLh+7RrGW0TwhNBGVFJEDn2iwCwvyPKUPNF8+uU7DKTm3UePYDJk0Bo+f+cGs9rwxre+h1mXkZblHKZto+1jx+HPsgxjbXREdB7pPUmebbojzjlwDhtiJHi/4QzORTQ7gA3Rp10EEd9DbOeM/XgPISU6y5BScbC7z/O3bnG0sxvt5roY4o19WIdCeqCxAYfYxLXH9SxGYQcvkDq2oEMAmYA3Pt7vXMbCIy452B9GjT8s2EuR/MIvfJmF+S73//lb5CLBOU9ZVTDM0CrBypzQGhJvGOYJ7XKNHu7jTBToyr6rFuhoVwEpE+ZNy/l6zaqqWCxLjIsCv8XCMpnsszvcwZmK8XDMerGgXJXUjSEISblesXd0jda1zC+W7IwyhsMcrQWC2H0UwN7eLnmiOT25IElzDvZHsXvUOqq2ZjQesjOdXs6XvlPh4rjlecbcl/Qg/YdpK9vjdYnkd84W3cYlSXTnix7dDaqyRk4nCCHI0xzTmi7tVKBVQpEWhMQRRKQXDkZj9ncPKIqcTCfkMnp6p+rHnziqlUagIMR49hBs1zmFYZohg2C1crho+ICWEqk0dTAwkuxMNOPxgEpYZPgE60VL3TxgOEo5uG158733kCh04wgGlvM1p6fnDPcnfOvb3+Ng/zmybIipzsnyIV5KrBAME0mmHXfffZ2jvYKd0YA3L84YZYfc2NtlPnsPT1QxeAAAIABJREFUb0ecLR1KJ6Qyoaxq5uc1Z09LlosVwdcMxznDIsc7TzpUvHznCi/fuUndROeUPI/gmlAJtqPtJSplONpnNLmFmO7xzoNjxlKggmeU53gs63qNThRtlyyrlcI1a6RtO2F33MylWYpto298mljyPcXsfMbZ8Rmp2KEodhnII1I5QoUBVi5ZNE95dP4eRn6dPK0RtkCuNFpIdBiTiAlaTkmSPabqBSaDI6bjPWgERTGgtmvOlo85Kz/g5Owb+OwhYjimbXapl4fcGH6BHXWHtg60akb51h18uqJpA0F6ZBK6jbkiffgZHv+tGbPJfU5e8CxfbXjz9W9yfnLKzRef570Hx/zF//Rv/Mlz7M8yQYUQO8D/DHyauLr9Z8CbwP8N3AbeB/7DEMLsB72X956maWIbvePp9kXVxz/+cZq25eTkBO89eZ4z6jxt66qiqmv6SON+xz0YDJ6xKqvWa9arVUSFO/eIbfeHUeeI0b9+2x0hENOH5vM58/mcoig2hfze3h737t3j5o0bNM4Sgn+mtd/7BPeFeH/0he120IUNASWjxUj/f70jh/N+wwGGaMDeewGvVivG4/EznLNeFEgInVgo0KuYe46wEIKmaTYBJ/3n688TxyaA7CZdB4b0hbjWMXmsd13Y5v9KGRP82KJe9NcdC8RoOK/1Jf/WGEMxGNC2bUSihKDdPCgiejEajeL7dOdk62Hyk5q79MJG5yB0kb9a43vxZPe9KKXwzlOVDU1jsVWNDtA20a+6NQGHA+ExXhDSFOMdK1+S+4JMS1oRqFxL6kI07cfx5OExtrW8+84aLeHGlQlKFixnC0gU+XTMxfyEZr6gnM853BnwM5/7MlImvHv3Lp/87Gd5/+5dzhYNg9MF14opBwfRp/KlF29jXctwOuHdN9/l3v0zlCq4fmPIyaMTkiznaH9K5RP+n3/4u4xlS6oT6spx/cUXuHH1Fr/+u79HNh7RVDWDwYCd/QPy8Yjl+Yx33r7LZ199lbZpuHrzBgRF0xh0kvD887f53W/8M4Y7uzRty+nslJde+hgH/oDz8zOm40nndqK59/ADVCKAPN4/3uBDDCf42PV90lsvE4oh2XhEK6N9j60MddtyVrcs7j2hPDmmrUuQgixNKbSOlBelkEBZVYgOGZZCPKPS7zetcRMH1nmabsPpQyBFRJRQiM5q3KMCyCThh6XHf1Rz9/r1G/zX/93/GF1jvItKe+9IpEBvFWGbFj0QUFgvMM4jgt/EvEdBqMG2jizNGE/HZJkEEfDyEt3s71PZ+ZoFT7fOXsbMX74mkpxbMpyZk/s1EwUNxEJIJ9DGJM/6Ijo4ZJlllK6Z7KWkukWnA6SSKKm6c8YwCNN6mrZlbzyiKAb46T6ruqY28VpW6zXv3H2LoRJcXJyjlWJ3MkEimF9coJRkvL/P2cUjnrvxcb7+O19j9uJzvPTic+wf7jIcDpAyXsds2fLukzWL1VMOd4dMhjmrlSG4hKCiF/Duzi4H+/vMF4vNmOZ5LNK1EjH5DPlHxrH/jj68mdh0CfGoVJOkCbbxWB+t30xrEWjwivF4h0E+IVU5ucoJ0mMxSKkIWpFkGYVOyBHkaLSUkITomy7/9IjxR7fmeqa7BYvVGqwkSzQqDTS2ZrWuSIsChpEPXSRJTK8ECmOQxuHqmuV8zioRaPUmMteku5JqllCeB1gKgjPogWQ0zTg9/YDf+M1fZ//5L/P5L36F2eIxzjcoCpqVYzCYsHOwj/Y15+fnXNsd4u05wjWcXZwixyV7RcXiJOH06Rm1yTjIFGslOTudM5vNWFdL1uUF3/nDb3D95eusFws+uP8Bv/zL/wOf+8yrBOMJvtog/lpJjHe0Amrj0HrAzaMjpjfu8OjpBbcOJDqXVPUK61tMY+jFy5PhiGVZcfLkAcFckAhPXgwZDDOkUlEUraP4NtDQioTR3iFJepWLY4tvFdYpQlVEWpSakqUpR+NraHNETgFSIVSC9xU6lfG9gkEEy0DcopqN0C4hL1aUZo13kqH4OIn8AmZQIk3GcHKBTc4pqzPunbzBd+p/gC5mkK4IJkWIQNNMyZIdrk8/z0HxCok/ZBQOWNUO/HWufnOXt96Y8drJd7jy1St8/q/9JfTgW/xP/9Ff/xNn2J8VMf67wD8IIfwHQogUGAD/DfCbIYS/I4T428DfBv6rH/RGfeRvmsZEmL6YkFLSNg2T8ZjpZML777+/sQVbzOcbKoUQgmE+YNZEa6upUuA96/Wa6e4uidbs7e/HuGai2Kuua8bjMSHE5LptA3O617RdWpy1dpOwp5Ta2NqkaRqLca1RISYd5Xm+KTrX6zXCxXjrNEkueVkd37TtEtt6hHjjNSwlxWAQE906kV5fPGqtSZK4U++dN+BS2NZTObbFEbLzdJZSbhDWHgWbzWYbDnNfkNd1vflsRT7Y8CBjLeYjctn5K/Yc7r7I750mtq194FIsYozBtBFhwgSyLNlcj2nbzfh4dxkbvf17liQbRX+PNv8IHOOPbO7mAkpraJ2PXtfd55fdtWupcJ2naJJoUilw6wrlFbUIBGdRCoR0pEIglIwm5abC48iEQuJZh8gVtMawDoHcK4YDTV0Z6jYwzT2feukGn/vEi1zdm/L4yVPMbE7bNFx/+WXOT2csZy0f3DvljW+/TjIc8vkvfYWnFwvOV0tm8xkvD17h6No1BsMCZyw6kTQ2Bg1cO7pGWWWcLCuO1w3jQnHy8B7Xr99m8fgpTx8/5WR9THXyDotyQX5+yre+/Yd8+gtf5s03v4cLhuFkyv7hEQLJg+UHvHTtBh+89x5JMeD6c7dJiil7h2NSBedP3uf27eeRMuHtu99jb2fKfHGBsYEsH3J4eMjp6Smr9TLef4MiJlgGhw4B7QTBWpxKcXXNeO+AvemYNM0YoMiD54MnM0bDET4VBOEIMobK9Ib7Mk1R1tKEgOoj6bsaty9gRLdhMx3dJ3RUL7h8TV9cKqVihCls1gjCD93t+Ejmbr85F0KQCImgC+ZJLtvplyJjBRIa0/DkvO7CHRRaJnjbbcg9ETEOkta1ZDpHe4XhWVRz0/oP/b3rO97xtpNFdPcIiLiuZgk/+9VXGBxe4zd+4y1wHickSYBEKtpg8WTYOmP9fsPDhw/48udvMRqk2GTSUVbi0TaOi0XNcl3x9sMnvPdB9ML2zkVOrY8IozGei7Li1vVbKAXeGZxryAeas9mam88/j9BwsVgw0pKmDdR1Q9s0pCpF5xqpavJsh6ZdE3zK2VnDa/U7VFVFuTDcP37AarXke29+l/uPHmOdQyhBKpMoLPaaBBCJwFr/jKMHHxrX7e/18t8EzgbapiV4BVLQ2JZ1uYw8Wh3DlRbLOca2CAk6idQwqSQ6S0mUZjAYE0KMFJZSkimJ7FXHP+Z56wNYo8h0SjYa8OLLNzi6MuR3vvGHBCdoFi1WafJJg5Bj1Ohl0qKgmP0ecwHztcemBxy89J/jk6usLx7gT76BEr/N/NQhjMSnA4x11Bdr7r55l9HOdZ7/5L/GyfmCm9dvcnY+oxgrOBiQaUmRSKRrUcMMbQXlsubpcsFsWfPam68xUgmf/+QrJD6wV4w4H+/wZDbn9GLB7GJJXZUEb/ChwTSxcP93f+kvc+P6ETLx1HXLalZxsbY0tce6wHrtaMrY0R1NR9x65dOYYsTRZMzi9ALjGsZql0QJbL2kXpyhTEttWqSWJBpaAx4Zu57OkWWCVKTU1pDlAhfifa21pxjFMK31+ZqHF1/jevFVCIMIZrQPaTkmk1fZGX+Ct09/DdQ18AsOwk+RDRt89hAZdhglliFfQLYpr6//F24WX2VRXtAw57mjz7Go7mEuxuTJHQp5lVzeZGfv0xAcwUt0EWhqA6mgDmtM23I+f4f3j/8vvDohFQn72ae4c+0v41dHpNOCT41/CfW64Hf+1tf4g8Wv8nN/7Rf5ld/8jT92jv3IhbEQYgr8PPA3AEIILdAKIf4q8NXuZf8b8Fs/aKJ3P0+appsCCXjGIcEYQ55lXL9+nbZtMcZs2vU9taEy7SYVqHGWsq44m804unoVq9TGD3cb5Wn7dmlXUFprsV1q27agpEf8+lCLntO7Xq/Z3d2NXo+DAXmabX4my7LImRUCJ9l4MffUEds9PDc7/m2k10fxz7ZZfo8W+y1EpW3bjVK/R4S3kWPX8QT71ztrN4rmHmntFcY9x1opRVVVVFUVnS+2ClwBSOE310D37/1mot9YbPjGXWGwXq8/ZPcWC0CpLtGk/jr7n7tUtcdr6nnM/cZpmz7xw9gGfbRzN16HUjoquHt30m4OOeewxLGWCLwzNE1JicFaxzoEpjqhbRuUirxbV1sSBa0QSA+tMORKgnUo51Ddw9F5Q1XWrGwgC5Y8neBsy3o9hyu7DIcjrty6ydPzc77+9a9x/P49ZmenLJcXtFXNaDphOt7n+nMvMBgW3L5xg2wwZFW3JHXLZJTBxu9RkQgYTQasELSuIZUSjeN8XvL0+DGn977F+uIE2hWowNn5Oeb0Keej+zR1TTGYEIJgPl9iG4syjiCje8nzt29TTK+Qj6YolWCNIxne5P23v8mVg0Ne/syX8G3DalFCnpBNJhiZ4xNDkjk8msX8FLxDdJtO5x04z1v3T7mdTfipl++wMx2xXJdcXJxx7/4pCzsg6JaT+w9ikcqlkt9372P6e5OtDVhHA+gFodvhNP18dlsbu83P9YJVwHhPVVU4+wNItv/K5i7PfratYqtfS7S67LpFFVYUP4kgCRiiNC7SiUynXUhDH3v9R4vhZ0/8zGm3rxFBtLmLG0yJ95JCC24dZbx8Z8J33zzDtC1aR3qYlgrfeeKFtGBlNL/3zWOWa8vHXpaMRgkm1YQgqGtD2RgaG5iMh9y4dgVHdHQJ3lOXJacnZwyLgvP5Oe+88y7et4yGOVpF54YXX3wRYww3rt3gydkcQsLx3OEfzim94NbVnN1U0bqWwXDMr/2//5hV3dF8CLQ2ora2NIRgeHp6QlnXcWPlHNo5MhfFpklyKfb+sPCu/576P/dgSJ9gGvUiXVcStdGKVHWkLGItidY0bRv5/aHXpPhu4+RiEE/oRdkx5EZrvZkbf5rjo5y3IgSynQnpcMCtm0eMB5LZ+TFXDg85Pn3M7U9e4enTNT7ZwzZD/GKNrVZYq3g6K9FiwGT0CWTyCnWbU1dLmrZA1xpNQAdJNnKMhzmLWWB2dsH6Ys4rL9yi9k/Z3R1g2yXDYgDB0dY1ZdOQILh59QpPH50wmEx5cnZGWTvmteV0PadyrzMdTbk92iHLzjhvWuZlQ7muqasldTNnOMl5+uSET3zsOX7p3/oqVw52CKFD+r1gsWip11DVMDszrFct06Mjrty8ynjvgKdnDU3ZUhQp2jRMxgUSTyUThE1RRrAoF/jQEFxDIqO3d6RLgTEtiY4URq2j60bsEnuCgGIPbJvRzlpKv+pVGHhXoUJKkh4wq84xInCgP8u5/S2salE+wVY74HaosoapLnGNZWCvUbljiuwKE3GH4AqKkWF2+j0+OHvMS8XneFB+nUnyPKm/wqPZa/jJjMUikEvFrelfYV59mzSd8Nzg34wx4XqOaS/4zqNfoZVzWA0Y6OtcGX6aI/MSz4VfwP2joz9xvv5ZEOMXgBPgfxVCvAr8S+C/BK6EEB53r3kCXPlBb+RDwLQGnWikUtF1obvBsyzbIJDABtXt+avz+RypNePplNV6jexsOJZlSVmVIGC5XFIUxcZ+DS6L7rZtNzzZbXuyvrhLOjFa//ceYelR217456xDp9kzxVxd10D0MEbIiBq6zqynWwDZfpD2bhAdQuw7Vwr5YW7ZlmtEvwj2BX9fRG4ncj2DIIhLT9b+vNsbBqUUIsTxSdNs83OyQ7qDiHZBRCvXiHAI8UfO8yzfDRaL6IN4WRx7ImMxjlWfUNh/Ru8uk+SC97RlxWA4iJsM7zHdhqgXgPyQfpof2dyFgAqqK6QiCVN2hZQzBrbGpbf8sR21BekopOpCUxTWQ2sjN1ZIASGm/wUhaEwTUTWi77TvEvJMK3DW4aWgMo6T2YKdacGN5x3BO2zT8uTePR7evcviYknVtqhiwu70gLOH93n3zdf5mb/wi2B2GE13Y2dDRy/KPM3wQeB8iHNVCqqmpqpKvG/57r33GKUgjebs8Tusju9TLc7RErQUrKs50hmW5RqVSBqpcdYwKHL0SDE7fchyvaYxbVSFVxWDnQN0MYwteZUzPrzFyhu0g/l8hnMSVYxAF6g8ZW93hJtkVKsLqhNorI2dBBut23wIPDg94/YLz3Pjxk2m4zHKWY6GGSfDFM8AS029uthw8YHIsRUC30Y6hhLymf+Pf4yWbTYE9JazyrboNb5XDBRwouON+miVWHU0Jh/C95tYP4a5e3lsF6/PFPhdPRs/YnSU6ClVwQm8BCHk5hqU6J13YvhCfH3UVES0U3QCvGdRctmJGS85yAG1KaYjMikIpIljPLKkgxZzMaRyLT4IiuEo3mvEz5MkinVrefTQUBTnXL06ZDjMkFrHsByt0aljHHLc7h5333w7UmUICGvxxnCxWLKaXbC3u8PpbI4UvqNIxHWpruuYuolD6BwrFVZkWJ+yXK8ZD1OEhkGR8eDBA06XFb6zcdvQZ7xACaiNx7kt9HwLrY/zyeCCQtCtw5t5uLXx6p4diC6EhrixDqLr4klNQMRE0S4vQPgouOaZc3XPEGsJxlK1hrlaMB6NyNJoA7ad+vinPD6yeRuA/Su7jHct1q14/HhNvapwRpGqhOW5AecRokH4OaZZ0ywcwa1xxlEMUox5iHn0WzTtALu8j2jeJ081IBiNNPmuJ5cKbwucK0F4dvaGZPdahllgVOQMBgXONNGiL2ia1Yp5WYH2JOmANB+QOc/BlUNWi5TTcs3KWlbzOQejgsY4GisoG898fsHT4ydIJXj1M5/kl/6dv8C161dBCKqyZrmqmS/W1GWLTDNW64bWCJzx7B/tsX90RFLkKN2QZ5JBNqIsDUWWMhnmLJWjXsyijmnpwDusadFdLdPrCKSUuBDnivCQiOiig4jx5l5YslyjlcSJFcYKEqWQOiBDCihKMyPVQzK1C0YShOmokYbGnqL9bWorSbxib/AZsklgvV5Q1k/Q2W2G2T7D4YKLxQeY6qdRYYSUBYY5pXqPK+FfR+qS4+qfc91XrOp77A6eJ5NjVm5OKq+i1RFS7mNUSZBLmvaCR6uvMbN/gFMtPB3+iXPsz1IYa+ALwH8RQviGEOLvEtsglxM4hCCiL88fOYQQfxP4mwD7+wfRiqlLlFIq3tz94iz6AonLhaBPmavrmvnFjKPDQ6qyxBqLEAOClFR1zSDLWK/XwIc8Hf12SIR5JoVOJxqJiiXIVgu/5/T2SNA2miqIBb71HrW1yPTcQyVk9LakX8Rg8+TYQov9h34PvgvZMJe84F6k0V/TdszzM+juh9prvddx/9m2NwDbD/TWWHzo4jO76xZCdDSQ7rXiMuL5w+K77XP35+j5xxthpbisQXrkPkmSqITuKBKqQ+W99xHp9h46uofteNc/opfmRzZ3tY5K5vhDkcHYpwMRXUpxPRJHjIMNgPSRniBETMhzQWB8RN6EVHgpcBYcPvLLTETnhfQELNZ4pBbgFXmiGI0GDIY5aaEQStM0lnq95unJMe9+L4rKlFbs7F6l2D1AJhmli+K2+dlTqqpiPp9zdHRIqgSpVkgRhYD9BsiEgPUWb2qqxYzvfPN3OdwZsP+8oTp7BK5FuxZhAz7JopijMURNT4IwBlNX2KZC5XkXEhEf5rP5nMN8ikOhkgE6AVTNeP8abbvukL4GVI4zFrGqqHLJoBiQ+DjqorNM853jik7iJq82NZUx7O7ukUoYCMeVcc7iyj55q1jWjndd2/lniQ1KGQuMgAi9xUJXLHYdDehoMj5sukjb99rlRhGkBycCxsZWad201I1BquiR/pOYu7t7+8+sU70zTf/ZhRDPuNz019YfcUPrNnoCLSMXW3Zrdn8bCPowBdHtrLuCW/R3SPcqsZUGyCUVKfQ78hCtriQtN5+bcq9sWJQGHyQqc+i08/gIglQoTJYxXwfuPVmDhN0dx2CQo3VCqhWClFRpnNCM8oymXLNaLqnXa7RWlIs5Ok0Y705JC02eJdEf2xikUqxWKxpjKIoM7yXWO4yHINOOmiFQOornjDFUVY1HdpffJQACPvRReAIReuDh2eTQ4B3eSyRha4x4Rl+x+b0TSQo6sEX4SIFIwmbuGmOwvnOFkRKtLzuk22u5NzGmeObP8d6SqGgH6b165pw/znkrpKBulkxNwunTGVVZkiWKclUSVMbxkyV5JvFiSQgrvBHYRnT1RaSqOP8Ye/GPkGFIHtaEZEaaC2wQJCMFTlDX8R5PM02aabR0ZNKSp5KiyBiOhphKABbnNd56FvWSUZHROk86HCKbkt29MZNhxqPjE4QUVK2lkpbl6gLrFI0NlOUFplnxwos3+cWvfoUvf/FVtPRUdcl62TKbrVjMK/I0o/WWi/mSqiw52p9w/eoBOzsTrE7QSSALikGhCS5hOCwYjQd405IkKdV6hfQxhl7JKObWUpIoFQNwgDTXeBcBnkuAK9YswTmkStB6iKNGEMOQhOxiq32gsQuybIiQAikCPtQIkSHwWLcgURNqE1A6UDGnkPs04Yy5WZD5fXK7x86wwrKCdsKO+iKJUizEW4SkYT95ldQtKf1TVu0jKnPMwOxQKENwEutXVP4p14vPs6gfMCgOqd2csj2nsWtU8FiOf+Bk/VGPB8CDEMI3ur//KnGiHwshroUQHgshrgFPv98PhxD+HvD3AF546aUgtMK0TRcikWAJSBeL1qQTgn1YZJCmKZPJhJPzM2zdYKp6Qy0o0pSFDxRp5NOen59zcHAA8Awdokel+5aUMYbWGqQ2eO82yGi/mPR8497JAdgI60xTI6SMtl0h/rsQgmIwQEO0HqNLi+VyMdtck4weXRuaAzE8QilFaC9T6bbpJUJE030tu6CBrjDe9i9+ZoEN4ZnCejs5qUeSy7rG+mhfl3dtYiklQil0iDYvHvfsZ9+iQ2w2NFvF+mAQ7a7KsnwGnXqmzSpEV4x1Hss9NSQEVJbixGV62LZl3Y9QHH9kc7fI0gBEdEYInAw4Ga9LJZrQFRbPcPECEDzSCVoMNnisDZgQXTZSGT0pa2sRyuPaCuF09NoN0Zu0yIrIf1WS8SBnNB0xHRccDDVH0wG+aTk5P+fde+/z6P49xnt73Lx+jeHVm9h8ynxZcvTKZ7h47y5v330TnCM4w9HBHtevX+0eflshLFJQNbH9Fpo588fv8fSdbzNLFM+blmZ2SqIlJBpnWpwIJEWOK1c44TFIpkhMVfPk4UN8t7Ha3d2lIdBaQ5LkmKAQMiFNUmzVEnTCwfQ6EPAuMF/MWa+XNOUarfZpd3bRdcm8rDAibOwWVZowmo4ZhMByueB8uSbPctr1gmo1I1OB69MRYVlj6igYE0JcbmlCV5jJrQ1f1+KHXkDqYppYojDmWS785qv2HuU9SkksgbpeU5bRYWA4mnDjuVu89dbbP5G5+9zzL4QPo8Tbv4CN5mD7/nqGqtX9387ubvTx9ZHM1qPNPQocBxU2tm0hRoJLKbgcsrD5tb2u9NtKHwKt8wgleenFI9zyAeW7se3ftm1cP3QEUBSSoKF2cHoBwVeslo6dqWc6GTCZSAqd4hOBR/KZz3yC+XzO48fHPHp8TFO3XB+PKUZDBsMB+zsvEkzLerWgrioCcHp6ilaadJizWhqMNazrmnVtkZMRdWMplEInWdwUe48XG8w3jjOdfVwIl+NGdOvpgYd+je+/pz4sJg6p2NB8unftUPqYyBgtBOPzxGvf+Z9HAV6fuihkDMqJJXnc2G/yAJzFWINxhuAtWRLFgEmSPkPj+HHOW5XI8Oj++4TlBDzkaUKaQ7kS1M5S06LbDBNaCB4RJFIrtNIE5UE1qFQTuE8qOgAAgQ8JXnjKVQ2VxHkDIoJ1zhhO7t9nfziIwUzO4USMlfauxYdAMR1jz2tkJrl4coxMFVIJcp2QFwMCgqAUKYJUWGYXc9ZNRVWusfaCo/0hX/riZ/nCp15EhRZbLWjqQLlqqcsKESzjccEHD864mK1wpuGTn7/D9Oo+LhtQu5Qk0XhnSHWAPGE8KghCgE7IBiOOHz2mkArrHXka9Q5aEmlxWkeR/6CgqQ1ad7RG4XE2xmDj4jqYFbuYqiIldnS9FCAyhFc0dkWapdThFKTFeYNpUwL7BNfVP+kSQ81J8xqyegUXBEJLqvYC7XOywYCbo4/jTh1pcoT1c2pbIimwwbI251yd/AIPZv8EqRJckDhXMJY3WLlvc6/8dfb0czxZ/DOuqa8wCC9S6JcRiSFVAjd4Ao9//Y+drD9yYRxCeCKEuC+E+HgI4U3gLwLf6X79J8Df6X7/+z/ovRSCcZZzUde0VYWUgiTPUZ3ApbcnM50QTva+u9aS5zl37txhkGVMRmMCgdF4TNL9PU8SGuc4OTnh8PCQtm1ZrVbkec7Va9dYLBbs7e5uLMa01lRtw+zigrquOTw4oCxL9vf3qaqKEC650L2ncdK5aKTdv8nARsBTFEXHL40hDtY5TLfIi+4B0/uFbheUIUR+sFARPRx0qXIbugNgunEYdlQIAZu0vO472rzvtlvFNvWgL6B78ZzWmiRN8dZifTS/z/Psst0SoLKmA37EMzSKnuIClwVCj0T1QSrb7boNcrHl3oC8jBzdqOGlJMmzqHSFzRhsn+eH8TH+KOduCIHGmsgJdxYRBJnMaJXZ8LklIKWOQQHBxYQlW2Oa2LYKKkEqiTeGGOEqca5LypMBhcJKQZFJhlnGZDRi/2iXwWhKnkia1rKsTcdfVwgUpm25e/cub7z2Gmfzi/+PuTf7tezK7/s+a9jTGe98bw2sIqvIZpM9sQd1qy3LkizbsiDDlhPBkAMkiOEEQRCb8g1iAAAgAElEQVRkQAAbeUjylpe85R/Im5DEUpDIURxDcndLalmSe5LYYnNmscY7D2faZ09ryMPa+9xbVDclQephA8Wqurx1ztl7rbvWb31/34Hh1iaf/sLnKaIR7z44gNkEe3LI5rO3eP/rv09xfMruxgbeORrrkEIGfnrrwhAJzexiyr033+Dxg3vkZ0fkk3O8F5ydfgVpPVEU/G+9jKmtpbm4IFFgVIT2nryo6GU9qqpkWhSMxyN2b1xnUhYMsh6mzrFmifcljfVU3jPaWqOqIIoj7n78U7zxtd9jMj0iymJ8IZmbkmpZMlrfxlcVw15GvlhQW8Odu8+zriPee/s1ZF3h8VxMZ+QXU5T3XE9TmgK+8e49rl+7xpODRzRNHdC8IKNGeagJcbyh42JXIi4ENM4Q+zD/q6IIP5tdZ6rlOTspWN8cYBpPUzukTNje2+NTn/k0P/MzP8P/+N//Dz+UuduBC1fdeLq14oO84O+GDHaFkfeBciaEwHW/aFFLESgpgWPkQLUaA9ehwxaJwq/iomlFyJfvrUTopOSlYWkFyahPVeR8/jN3uZi+yul5aAt7PMKoS4u5RrYdNcfjY8fpec7muOLmdUOc9FGxQopg5aaimMFoxPPDIS9+9CWc9ThvaUyJLWsuzs+Cb3q/T9M0zOfzFiSx5KczrBNs7e7RG4yYzJa8VS5ZHwo++vwNnLch1KZD3lb/BeXBSNOmhHZdQgX+aXpaaCqGf/9BUFUQ6N/Ou0tbOljRNTzhQKG8DXCy9RSNYV5WDJsaJTVIQWMaqqamqGvyuqKylqU1NNaQ6AhHoFUFAZ69Qon7s6+/ynmL96wlCu8brl0bYmjYP1ngkyFVOaHX07iZI+5F6EQiHbjaYqShv9FHGM90sSSyiqKsMbVFCk2cCFxsuZgU9KMeVlhqEyh+b7/zLr/6L36Vf/Kf/zf81u9/k7MyQj0+ZWvYQ4ggUKZwVK7EVHB4dsj2eIMbe3tIC9Z4NpMsBHpEfarlhI3tPer9xzw5PwJX8/FPvMyzN9dxNqfMNVaW5KWjrhz9TDEcJkzOjzk+OKWpLC+/9BK3XrwFSrGoNV6nrK2vURaa9X4MhGTAqi5wokEmEm8dKpK4ZUOkJbHyxJFAynCgzbKMpnbB5cr70PkoahpTtetfRBQLxpsDjh6/i+eQyg+J/SaJ3MXIBY0quFieYeQhCREpGcb10dGQQdJnUU2wFCxrzfWNl9Eypa+uMURxNj3gQr7KteQmm/IuT8pvkg4VdWWoygVryTMslufcX/46L2/+h9TxPs/2forM3cHYiNpXyHwPFrepIo1yG6Ryj1IcclG+Rjm9YKBu89wzH/3QKfaXdaX4L4FfEUFheg/4J4Q64F8IIf4p8AD4R3/mq0iBijVrG+vkeU5V1WgdzNp7bRRzFwzRoaNRFGFaZ4I4jrFCMN5c58mTJ0zmMwbDEcZ5Dvcf89GXPsbdu3eZTqf0+31G7aBPJ5MQvxxFHF1cICHwBSPN9tbWatEvymolznOEhBt5pYAFKNqEr0hKIh0iKYGV17CD0GoTob3lTBsR2xZ53oeo1U6cI1v0VMkQNatiTS9NmE2mQT3dFpsd/9k0DaL1Tr56XeUed1SRrl0qr7hvdHSHcBBRQDCST5L0shCVMrhkuMBfo0Vtr0Zkd3zwq4iS9x7dIvcd9aNDQ7p76PjenU3eVQRaQNv6aT97i6Z3BfcqVviHMHeFECxbZKVDfxpj8FdanBaHRYSYbBy2KSkWMyqGLEpDrBuINRiLtJbKhXAPrTWDRDK4vsP1rTU2xiO0jnAuzKXFssY0QZ0/iGOEdFS1Ybmoib3kO3/yGs2yIBKS9Vjz5v4xSzGjnk6I7YLF6UOeW0v46E//BG9/6Xd5sr9P9p3vkPb6obsSRxgXnnctLNrViHJOfnHMyckBvilxUuLLhhrAp4ESJSUkEXVTY3tDsrTP9Ree5+jkiEfzKf00Zm/vGtdu3KK/tcUre9fJ4iE6GlAjQxpZPqes5szOl6yrmOPTY/7wnXdYHyasrQ2oqwVnx/exDSgtuPnMXT72sZe5//7b5A9K+lpD1XA+mbKxtsYL126glOfoyUOK02OGgz7Reo/rI8Wtdc0b+xdU8zlVHdrkUoQmfyQVwlmMDfPUXBGImpbeY5oGjQj+oKq15xOeWCvSWDNa3yAajBk5T78/5pOvfJrPff7HuPXMM2EOIb7H7Pr+zl34YMpl+P2Dh+juuvr3q8jyVY3DqlNE8EDXMrgbOCNwdeiAGR8oUYvSoZ1lmMboSK0EjVcL9PadEVKwyBecnpxyfjrjyeMDXp0tKcUJ4+wzzF0o5rQIrkDdQTxJEiKl8JGg8oKz3FE9XrKYltx6bpPRoA8iD5ZuWmFqQ13VCBHWsMeP96nynLfefJNICXpZsnIUybKMMi9b+9A10n4f6yx11WCLmoOzC/Z2h2SDtdV67ztQRFyOuvdB0GadxTUNiksRdXfwV1JR2/DNoh0jdxWdx9PFUHdrpruCQq8izQEhdNsddKRZSpGXCIKrURfEpNr1uGka8jynFhIyQxZFaKnI2jG3f37E+K9s3govKc8FH/8b1zmbn/H+gwnzc0WPnHSUUdHQNIKojijLcD+xCgDWdL/GG4uIopaeJ+li34tlji410ksqV2NNCCOSWnByfMRXf+cr/PN//t8xjAWnJ4f4bI39vEEmMb1eRCIk02nDxvqIVz7911henPH4yX20iol1SpHXaJlyerHEO1D9IfFojZ2bdxllMc/efgblDEdHR+h+QxIlWAQeReMEi6nh+GDKxdmSWFk+8clnGfZTbJRgakcxyUmVIB32WR9EJEnCPF/gSLk4NRwXc6xyGAxbYzgtElTi0EISSY2UCtc0ZL2MyiwREoo5WKfAhYObjBzGNvTUmP7WHref2+Ng/x6Lk9ex1bep64wk7uHkmF21Q9k4yuYhhXsNXI5wEqEbjPHEac3pUgYk2oOwKYl6jo9u/jJVlfPW7PdY2ofctb/ErHjEwcW3kdIgeQev5vjyGFUmvDX5HRBfZ3N4h43BNvfz/4fPXv8v+ObJ/8JnRv+MWEacFV+jlyo+sfXL1HXDHz74nz90jv2lCmPv/R8Dn/su/+tn/0Kv0y4AV10QiqJguVxy/fr1IL6q6xWyWdd1sGdqk9K6CGdjDFtbWzRNw2ye8+jghPEg4eLsDB1FK9cFISXCBV9gYy3LsuTo6IidrS2yfg/jHMVyiXOO8WBIozV1VZE3NReLOdrDuNenPxhg6pr5YsFO+754QhytDN62TdMwSJIQGuB98As1BtFyh5/qsLcbU1fsShuS1CKl0CJQNLI0DUVg06yQ9O7QgBOBNH+F/9sVjl2AR6eg78Rucjhc0Uk6akZT1ygESkmqsiTWbQFdh5ZR5wYihCBprel8u1B2tJRunDok+Ww6YdCGrXQFOjyNWvUHA2xLU/EucEajKEQDV1W1cs+YLpdUVbWKyL7qZPLnnnN/RXMXIchEsPKyjaG2pnXukJSuQprwHGXUonJInFCUlWBJSeU9qVCYsoIoIu33Gfcy1tc2uL67xnAw5MjUqDqgZdo7kkiTpDF17ZAqAWdwvmEUR6RSY33F6ekZvV5GHEWMNtb5D/6T/5ivHRU8ODhDaE1RFJQHZzxwhts//3OUGiZFzsP773Ht+i7xX/simEu+aWMt773/DseHjxBNRV9pJtbjbBBAJih0Y7FKhgOTlUTbN/jUz/wsF7akr2PWf+yLaKEoTw65uP82b73+Ki++/Cme/chHyWvIi6LlZ2qQEYKUvb0d+l4wXU752z/3dzg9eMD9d9/g9PAQvKXX3yRJerz+2h8zWhvwwt0XGKc9Ht2/z6NHj1guF2yN13DNfaIo5pOf/wKv/7uv8vCtN6nLXW7urfEPPneX5/d3aO69yWsPD1lWFeCx3qESSGSP2DvqqgDpsZ0tWTt/absGIuRiIGPFRj/l+vqISiWItI/ojbg2GPD5z/8Yt5+9zWAwwFrH2ekFi8X8hzN3//Tr/pmc0audoK6IfZobHAq90/O8/Xtwt7naBQprVhDYWsIaEomgwOgoAVePuZHSLPKS/UdH/NG3XuPBowN807A+HvPtP/4mt17YJIu30U0QuFoE8XCA6vWoS4s1NdSOOIlwOqZ0goO55+Ab+4xHnrUtzfraiCSO8VKydA35vOT86DFHj97j/qP7nDx+jEIwGI/Y2Nnh1q1b3Lx5k3fffZd8XiE2M2QypFouKKoF/eGIvfF15ouSzcaQxBolJI31XKFVh7BsGxBz5xQIjdRqReHpLi3D87EtcUsqueLEe0B8gA4XxiX8W+sdlWmIXPCVpxOR+hA9LaVExTFPjo6wzhJpzSyfM13MqKoqWKlGEaIqSfI8WH9a03YM/twc47+yeasiwS/8w5f5o9ffpVh6EtcjtxUGQTNxjDe3OI8v0IknVlF7yFEIb6gmBZHog7cQSyIRxJreeaqyxuDDM3WgpCbWCdZZTBNmZJ4v+IW/9TP82z/4Ov/u7Xukox36o14QozWSNFmnrg1vv/0ee9fGPHPrLr40NFWF8J5HB/vBLrVWHDx6QlkUGCTn84I/ePUN3nsw4JWP7JINcpzsofsRToX9Yj61HJ/kPH6wzy/947/Htb0ejY/IjUdHivF6iuhBbQtoCoajjMnijKo2VI1DyJTheIjPl/zET36KSA748pe/Qj5fIiKBjASSmLqoUFq12hhPrCUi1hhrWSwLisribUF/uIYQnqjfJ1I3wINaFhQXFyix4Ng+IIk1vWGPykMpYG1jm1f+xhf5vX/9/5HcusN/9J/9p6wPRxTLJd/+1qv85v/5f/Ha5H/C+U1sqRgkaxzPvkYs1ri59nlK11DUZ5hS8/rxr2LcEsmANOmhY4sQDdfTT/Le5FcQeobOKqRqGCXPMC3f4bVH/4Zryd/nkxv/LQ9P/6vvOcd+NJLvCM4RaZrivacsy6eKJ6U1vvU5lioEYNRtwZklCVVdM+73Q8EpBL1eBkKhD8/Il0vi69ee8hKFyxa/FMHM/+7du1xcXLCYL1BKBaSotaPZ2NhgNpuxzHN2R2tkaRpey3t0liGVoqiqVWF4tQUW9XqBNgCXvrzdgtfyFhtribzAaglKrYQTsVL4JGk3XsNitgjJeS1S2x0UhBCkSUgFs74BJ5AyoF60m5YGGmdRTq2cPa4uvB3iKlrhTNeS8zKoVss2RKULMehQ/KRFzqIoWlnowSW1weG4WCxCbPRwSJZlnJ6eXtI2tKbXpvUVrYuHlG1ccDueHc2j4xFepYOkSUJyRTj5g746KonxLkRcd6iXACUEPo5AgIGw+XsRFNPVHD1Y587ONs9vr7M1XiNKIirvqIwFpSHqcTqfQ6RpENAYnBRoKRj6iBPj6Isla8M+tnQMtKDXioYe3n+f27du8ZUvf4k0Sfj2wyMmXlPVObZagoLSLbhx7TnWlOSnfvbvcfHeO6TOMGjjj6/SbTAwTHvMTs+59+bbOGOonKWXpGRpynSxpPE+8GnjhHR7l82XX2ZxcUSSL2B9h8Y9QY432bz+DNsbm9z/o69xdnjAzbufYndrjYePD5hPz5nO5nghef7Fj1KVBbnSbN96gSROEdEpW9dus761y/HxAcvJKcYk3HjmJvPTY9YGGdt7e9R1xfv33sNKgZOC4cYGdlnyB1/9KkeP3yVJI4rZjCPhoL/JaSVRmWJtoIlqReMFjQ3CQa1DUI4xjkhFCOGxzrTBFgFBVlIGnj+SF7bH3NodQzrgzPZQCrJ+xHg84smTx9x/cJ/T01Puv3+fxw8fcnpy8kOZu9/t+iBX/4NockefWNGc2p/D7jC/ola06wFcrgVX15vLP18KHTs0lA8U3U3TUBYFZ+fnXFxMMNYynUx4vP8EayTeB/cU7y9TN1Uc4YUgz8vg6x5JyqKmMYa4DmMYRRJRRjQHDaaYMlrLiFONMAVnh0+YXpzz6re+zunpEwZJRtofsSwKiidPUEpx//59jo+PuXntWeaLBU5E9LKUQbZNMZ2zmC2IbMNofErT1O09ixVvGECtoqE7XvZ3f/6ha9cKeJ39U+vdU5zsDjUW7VGj7bRZa3Auwnu5YnMXxZIiL3HOky+XnJ2dE2tNWQU7t5W2pwVZ6qamKIoVAu3cX7hT95e+tHJ8/VuvMTkXgArosFb0h+3PpT8j6/XIdMPGMMVaz8WkoKkVse7hXE0k+kjREGeOrKfxVnB6aEL3Rhvu3H2GpZ1SLEvq0hF5jYoN//o3/19+8R/+Ml/8zCsgY47nC0pXADFS9cjWIpKkj3ENSvWYTy6oljmRgLVhQn/wLEcnxzQ47jz/Avffe4/j2T7WNLg0473HU2rr2dua0u/1UWmMlwmNjZjnnsPTBb/4C1/kmRsJAsXZ+ZRppVg0EZX1ZMqzrCp8taAqc2azBWXTcDGbkTc1UW/AbFrzB1874ejhN5BySTAlafdUGcC8LMpYLHMQCmMNtgzpnVjQzlE1BUJlvPvWPVTkaExFlmXc+eQneHx4yMbeHi88d4ff+/VfJ58tKPvruNEWZjzg1Ao+9YW/wbM//jnq0QZPvCBNRoy3dtnbvYGbw/X0l+jvOIhKCntC0cwwtib2PXb4FKZIKLRDCoWULtAN3YyL6g1m/lU2hq9w3f/XfPvg17l7d4uB/xilvc25+BZueE5TfviB7keiMJZSsra2hvOeZZ4jRDDM7xbgjmccWuyB13RVUNbLMqb5gulkShxHaB1R5AU9LXn2ubs4AXmer+zVdBQhRXBC6HivxpiAAHdBFW27PmupHEopEh2t1Lu+W8TbzxBHUXjdtsVlW6soAStnBe99aN+0FIqoFecZa/FRsO3qFkZHiya03x91lAtC2+0qB7AT0wkJsUyxJiCutAiNFIH0L1qEutu4uo1sMZ+vqCI6ilaUCgjBIN0i7H1Q31+Npf5gq7Ubr+7rVdGwzCs210dPuVhcRZCeVvCHQjOJ48s2YquYba4k7HUHg6uuGj+Uy4MQKsThhhtYIV6RSjDWISXIJGUwGHD3zrN84jOf5e7Ln6a/th4OMO39CSmJvcHXwafSipo4TdCtcEs5jUCEQk0IoiTEZg/iiEZLlA/ur9bB+WTO44f3KedzIgQnF2fU/Q0gCGcGGxvc3tpm78ZNBnFKmSn6/YzMe+Ksh1CtOLK9Tek9i3xOWZX0soxemvLoUbBac94RaU1Dg5OSwdYmO8+/QG80JCoXjMfXePAn3+b6pz8L2qKVZXN3h8Fnfpwv/9//G/Pf/s2QtNbr8cwzt9gaJ0znOcf7j7h2+zkuzk8QIqHxgmi0QSoV2jWMRkNe+8YxkYxJxtsspsHbFiGprSeKE9QiZzReoxf36A0iXvncK3xjfsab33mN6fqAm2aPu3vX6Z/XjHsZa6M+blFDHdqtAom3ltpahAxjq3B4YUGGyN5uPWhcRaxj5l5yXEcoBDUVk5Mp1jbM56+xyAuaqqAqS5ZF2R76fjhx5uFeREAO2699GGIsWvEcIhR43nZyr0C7+mDh+6eRZH9l3b5cP4VsBWlCBC7uU+8ZKEheafprG2xfv4nqzdncucZwOKQsZ0xOIpy3gXImPHVRUVYGpSK8IxzK0xilW//z2oH0+DTirKgYpoKimlPWJaO1HtbWzCYXfOOrv8P07JR+NuSTn3qFtc0tJvM5h0eHLMsFkerzkRc+ynhjm2y8TppkKCnwRiIGPUrpidI+D996hLcgZABHLrFxsLblDbcj4n1AK4WQNID2DuMasjShbPUYHbDSuSR1f76K4l9FjHGydaFwGB+oepWzFEXJ/ukEW1U4BPPZnMYYsjiiqavgbew9tbXhwOuhqOsg1tOBLtMFLP0gL60Vk6llsVB4Z/FeoBPFYD3FNSVba5u8ce+MmTHUy7B3VbUPwi9vwGcYP0CZBmuW0K6psdZ4bbFGsn9yhs4EadJHiIamrJgsjvmXv/Fr/PzP/wPSuM/nP/ExZrVhWVXkZc3pvObJ5JzZPKefxjTLZevSEhxahExJXMON3evcf+8Bx7MpPorQUUy5mFOVS5J0xIMnJ9hlyng0QvcTfJxiXAQkfPIjt3nm+hpYH3ywK0vSGyJ0DzctOJ1PyY/PefbaGjpxDBhiJjN6acL1azsUeY09mzKbnCB0gTE12kc4H8AuKxRCBacdKXXgpzc2GKvqGOdM6GYYhVsY+qxTlUus8fg0IekN+cyP3YFhxri3hRcJtZvimgpbFRS2x2A44OMffRE3SJHTKf1BRtE07B8fcXT/Mdv+Bl7EFNN1dOSQ4hqqyhEYoiSmLiwycuhCEQ1zJBHC9JBmnbFYZz3+NDo65/HFb3Fr5yXOTh6zb75EHGvWsueppzFeVR8+x77fk/jPc3lCC0hpjY4impbb1O/3Q+HYps55CCInF9A5733weC0KlmWNjiLSNKWsKmpTs3dtl43NDZZlhdYR8/kcYwy9Xg/VtpM78VdRFGT9HkkcrxLouuKw89kd9PtoHYXFwDl0m2RnjFnFROeLxYqDhhBkLRoKrE7y3ntoBXSu3QhMUFegpWz9jN3K3q0r+qI2FbBD8rrNx7acY/Bh4b+yKHafwziHd+CkXxWVXRGbtgh4R33ofu+cHzp7tE5c2BX6nWL9sj0qV/ziDumpypJlvqCfRqiW4tEVtKtfLXpdLhZtgphByqcFgiue+ZWxcdYGvrnW+L+A+O6v+mqMwbcbuPQ+0FCSlOs3nuHOnTtsba3TH2+Q9gesbWyysb1L2h+RpCneh/jnrnksvCKJFDpRXBQNiY6IY0XdJudJD4kUxNozzDRVWVPblKQVLzXWkedLDo+OePvNNxEu0HcmpUGkgkHWIxGGejJj6Rz97T1qpahTwdliwVacrMbDuu4zBdvAyeQCHWnSNGM2nwffWOew3iMlQdijNKI3JFpbh1giG3j/9TeZn55wy1mySBNHCh9F1OM1rFTkZwdsbe9SVzln+09IB2uQDWis5+j4lP5oxMXJKRNjMF4SZ0Ncs2R6vE+c9ljOzkhnPTCOfFmT9bLVs+31elxMJmwOegiVMty+DlnGwfk5jydzbGMYbqyzHiU8t9Xnxbu3ePXeAd968x54gdIa4x1Kh3a1s+0vH2gxSoUuSlm0ATvGcXQ25XSS452nbprg8mIMVVFQG4s3NdYYrP+LBdN8X66umP2Qc+XTFIsP2IU5Q92URHEI+ui+v+P/Q7DUvCqSTdM0HG5FEHNd8pYvfSngct3rbPh0FLG2vk6chRj6fr/PdJIyPw3WjYige0C5FuGs0SpegQNAO18B6cgXDXESWtHOCi7cknJZYE3Ow/fe4+z4mI+/8gp7t57hxs0bKKVZX5bsXnsGT4MkULiipEdT19TOkyUJGiibBg9MljnjKHjCS1mFrpIXq/U5aFXae1/RElp7O3F5OE3iGGjAB4Td4/4Uev/BQ8hT9N/OEQ5WrhN1XeOkRHiLVJq6abCLhjLSeGsxxq7SRbXWK9pGAKbkag/+QV/WhP1NCId1Eo/ANjA9M3jrsUWOr8A7ReWCO4dvJ5eUAuUExsZBDwEoCVp4rLEM1wcM+5ZGS4SIKWY1tjAIJ6h9w/v37zFfTBBDyNIB2/0etU8oqpJeVrAoBCcHcxrn6GmJQtBPUiIl0RKWiwVFXeOcp9cfYL0jG+bBKnA2oSiOibD09RCDpC8FstEoHbOxlnHj2jpaK3wjqcsK7xuEckRa0u9lSC1ppgu81DQurJdJOkDKONjZVlN07Dg/OCJSVQjyiCOUDCJrR7ARrduE3ZBwCbhOaNvSqbzEG4FtNDQ9UlLUIuLwOxPOBgWNmfNO4inyGpoEaSWitqjSMv/DOe9u5tQ+J5YLemlC4WY8evIYUcWsbd5hGGvmxxLvBLmZUovTcLBtNrFecpE/ZNTbwrKkqGtiOSTKEiJpwfRRZpPNwZKT4nXy6gwnCuImwzpFpV5jrXfjQ+fYj0Rh3F2qRQq7xbrboFeuDa7NFbvyA2mMwdQ1OEm/1ydJYqTSaB0xGgyI0wRH8BJeLpcsFgucC6rLDnnsfIyLZYHu94na4rhrH3UFXBzHwbLKe5IWHYZLRNi1Lguis0rzT4tVriZhdW3DMBkJaUdc8q1dy8NbtSdhdThoxdur11VKBbst73HOPIWmd61O67qo5tZH80q7Lc2y1aLaRWV30dGmDSGpynKVeHTVA/qDRXHHJ+zev25qnKkpiyVRi7ZfLexlK6js3j+8RjjNRdGl+0SHJF8VpKzcO6ylqD78BPj9uoSUjNbXuTkek2X9IPZJYqI4Y/PGdZ5//kXGoyH9wRAVxSBCQldtDc6BFRKLbw39wXuBEoIoVujKokRAHIQPCmHVIna1NfRizXK2oHGWFIuKFE1ZM51OmUwuyBdzpA8pkKenU4bJOuu9hK3+Gk43vJGkZON1Su9RWjKd5WS9K6If1wmxQtS1jkI3pjENs9kUjwiIY0dLUgqZ9NG9AT7NcLFDkHF4/z7KGaw1Ae1WkqU3NFqyfu0G9uKUze0NKhdTFDUXswWiFgzGMc18SW+8Qawk+WyCayxxrLHGMl8syXpDjs/vk876bG3fIM0GbG5vMhz2KedTzk9OiAc9dm/dxBYF7z58wv3Hh1zkBVAQq+ucnV2wvrtHmmjwkCUpvV6f88k0IFIInHU0xmDqBuuCgMq5YK9njKEqy9UPpfGLYHdlLI1pVvMb5xBS4b27DPVwTyOkP8jLE8RwdAWpv0z7g0vahPO+nX/tuuE9tvWxdN5hrKGsKlw4m63WgpXNY7sGftAjOcgObYufXoaACNFiqO3nwnvyxYKTs3OmswVZ1g97g4DFrEGIFEQTgvmkQIo2cMd5hAKtJCGIz6+obN55rDd4BwaLcNCUDYtpRVmcc3x4xPMvfoTPfOGLbF+/TpTEVMslcVoyWFtHSsfJ8THLxZKyaiiKOkTVD4dkaYpHEOmwX4zSFK0iZDB/x7X3KFaFZnvIaMH4drqFi54AACAASURBVPVGON/uhZ44jhB4nO/Cfy7H8XvRX7pRbneY8L3t8/TWUdY1wzRFIkji5FKULVj513cib6IodDm1JtIRWoW9T4oPOVF9ny5jHMJokigAVA6B0J6yNAg8ZblEOIUUGgggE14gvUAIRRQ1mLrC+xrXOKoCjGyQyhBFjriv8MJQLRxlXuMqi5QKYx3WlXz1977Cz/7NnwvuWUmGUoIkkawNU25tbyKc4tXX34VYk/iAcHuhaKylagx5vsA7i5KCWEek6YCkNyTPc0w1x2OobI/YWKJaoowjGwo21wekmaJ2wVqzqUvqpkSZiih2qFTRyzJm/QQrBLHSrejTtQBS1AKLhsYZBDVx3FsdzFqIkoD7edI0w3tQItjOOQRGmNC9VR7bVJgGvFFIEVyCJk/mNG4GVQOpQzW7pMTgEkSdktgey7c0D3QOaFIVk1LTeEtjR4zliyRyl6rJIYlwdcSiOYS4IJF9ymZGVZdMq8fopCZxA1DgpMVLg5AOKyqwW4yil5jnMwZRipc2WBXaBNWrMdF7HzrHfiQKYyHEyolAKbVKR5My8ImBVQF1NdWtU0EbL8iSQAHQWpG0/15YGwa1RUMHgwGz2WwVT9wJtzp0erFYUEZReJ/WS1cotRKAOeeYzmckUUwax6tiLsuylRgtbovtq0Vb1+7/YGEsRccva9XhUrb+kZfIiRBBpOJbGoS1FtfRLdxlup0UIvByuRTGdI4QSikQsuU4y+CReYW71hX4aZquDg5dwWuahqh1fejs1boNUwhxearsxusKMiSlRCtFLwsCvS7EI4qigFZcoUp0Ij3vPc46rDWAXi36nQVd5z8dRRGR1sRRhHeOoiy+r3P0e11JmvLpH/sCzz57m/X1HfrjEb1Rn1ilVFoQqYyyKnEqWCJJDwKLlBB5sAIEJmxEXraG/w7V1MTSI0RofQoXOMtSChpvqWvLKNM46/HeUDuLVJJiWZLnC5QWjMdDyosprjGcPXqCGm0x6sekwwGbw4yN27eJkwxX10TeYquGEgK9yPlLb2bncTjGw0CHmecLEAIdJYi6CvZcxiHjiDgbEA9GkCYQO5LxkJ6UVJUNyW9aUQuwPrifbD3zHMfLGXF/gBZDZFZTXUyZnp9SVzUb61vMzs4Y9PtMz46Dat8lYJsQw60VdYtuJ1mPbDhivLFBL94mBn7nK1/imdu3+fgnPkl+ccw3fve3eef1t3ANjPqwtbZB2Ris0FQi4c13HrKw4ZD9aP8I6YLFWNdZMo0leMVeHtCC6Na3Y9E6lF+tF7pDMECbbIZooy1CZfSDm7BXPxaesqlbDVfwyvWt00GnMXA+JDGqjh/fFm/WhntGKZI4BcSqq6O4LI6BlWVl1+7vRLQ2hCmG91RydegHEShzBH9w5xyT6YzT03MmkyXeh7josq6ZTAq07IEP0ccdnQkhUBKk8OjgnxluugMeRLCRy8slSgDGILXD+5piUSJUwo//5F/n9gt30TqhaWOVi6piPptTLBe8984buMqGGFrjGQwyJDtEyQ46iYmkoqgFZWWQQiG8wFsfYqF9eEb2ytgHbUlH0/PB7s8ISFoxtghjFnjGfrVOiyuo83e/2g5Hh5r6cMAp65p1pdA+2IEGxydBGsUhUATwLX1NCEEURyRJSto6fVwFOX6Ql3OeVKTorERKcE4iY/AyJApWJcjatd2D1vveCrQXICQqEmCWaCqkDIcNpCXtg7MFF5OYWpcsTg3UFu0V2IDSJ5Hk137tV/jC538CpTQGj5eS4AMScWN7h5vXr/PtN99hks8ZywCQGdHFc0ukjrCuZDqZYa1HElDdbLAWkPtihlQxQkQUS0MvFmSxoD+IMc5SNjVNU2GKijxfkiVD0jR4Lle2QimPFy646iiBLcuwpwiLqStMY4mzDNFUCDyNMSjZda8s1nmsbcNjnGypmxKHxMUO7RXG1uTFFOMt3sdIF+O8RmlB7ProaI1EZNTekkQ9lOghXISUApzGlwqtEjLVR1oJLqVHjBAJs8kF53bOxugOqtnDyiURQyK3S2knFM05ApjnB+Bu0B+MET7B1AqJREcSXI2tRtzM/iaVzynlHCcrer2I6zdGlNEfwhvfe479SBTG3jkWiwVK6dYXWK8I/7KdUKtNqK5X4rxer8fe3h6HJ+f0B3G7Tqu2gKvJ2lNwRxuI45i1tbUVPePxkyfs7e6SJAllWYYgEedoygJsSLbrhF1SyiAsa1sJVVWtxCVZlq0Qzat8YgDTNCStfdAquMN7bFsMwqXwTbabk5AS1Rafecu5/qBPb0fv6GgPHU+6O2B0X1vxelVofRkTEGClVKCCtMhOR4vQWtPr9VbIsRChOOpoLd65lSF99xy7Irx7Ht39JEnCzs4OZRmCV8qyXC2kTdNQlCWNMQwHg9XnXfkg+6et3Iwxq4PEVRSetkgeDgbfr+n5odfm9jZ//x/94xXtxQHGS0oTvDNRgdvnhCWWLT8dAVIgvCeRrU2bFtROULgQbJJIRW1rhJIo5UlUsL9yjuCxagV1bVl4SEtBrSPms4pmWSBjxdbuLqpxHD4+QFiLOTugzu+wNGscLkrOTcXmpz7NAomJImobAm2q0lDkS5yzJEl2GR9uHcv5guVyifWOqJcxHo85PXgSCn4lMVJi4wiRpURZj8g1bKxvsTfKeNhYsl4PH8c0SoFQ1F6ish5lUZGMNnj/7TfRuseov04sI/bf/w7Lw5j+zi1uP/8C+IZ+7ElUQ2VqpHTMF+GQmyjNgyePsXFMWZc8s7PJR176KL/7u79NPZ2TxTHHZxfML85JhGd9NEZ4x1sPHzLeHnKj2uP69dtM400eHV1Qnr/PIl9Q50ssV1Ijw8RbIX0rXueVw+TKatBfTY66IpAChFRt//yHhRcHvms+u1jFwXYH3aT1LFdKAqHDoUSIxYYrB3LnkXHQGjx1F+2hYHWQf6qnf3lo9ji8C6LGYHzTdoKQofMlACTWS+aLJetrI+L+OmfnUx7t7/P+g4fcuf4SUoH0CuGCL7JrD9kSgRZPJ3LifavlAGsdtTFhLJq21SsEcTLm5q2PYAkOScuy4Gw+xRlDOZmx/857vPqtb+JdjXcSrSRFsWRrd5vN9RFZrJnnS2TWI0k15XyGUp0vu18N+VURXiiGL/3ru+cU1tc0ACYteuz95fp++VpP2+uFeddCLMLj3RWQuUXrQydWkcgorO+AVjqAQNYE28V2T9VakaYZWZaSJemqYyrlD74wlkJw47kBFzNHuoxxtQBTooRn0ghqCLaKGCKtQWq8DD7OUqcgt3ByhqRGxaBigYoUysc4p5gdegbbKcI1eOXDIUtIolgRZ4J37r3O8ckhcdRDNi4EYHjwNkLYiPWNMTc2Btx/NMenEfPJjOlsRtrroXQEQpA3jtl8yXw6IYkjemlCtLnDxUSjtSRKMgSKi4tzhjd3Ga/3QYQi1uUVVWOYzuZMliXEGUmU4JBMFlOUAF9XnJ9NWF9fp6c1+TLndHHBfD5raTsCLeJAiWg7KwGggjhOqOt23W/F92EaOfq9HmXtSDOBO4OGGUJGCMYIn+LrGLTA2ArngzbMyQrhJUKEbgm+QqqI0lbEWGQksaKmcmfk9X2K+j1Sacnc36Xn9kKYjAy+4onuo/o3MG6LmfkOx/NvsCF26A92ME5T5pZrmy9gaof3DY0z1H6JiBo2NjTPPT/icz99neHaL/Lrv/V/fM859iNRGDfGcnw8ZTTutQtpcE0wTUM/TYmlxAJ1S3no7NmUUsznc7A1kOGcJc+DTZBUCiUkddOQZdnK0qsr+iKtuba3x71797hz5w79fn+FQHeLTkezOD2/YGdnhyiK2NncXCXaFUXBwcEB25ubjNfXmc1mK4RYa41WikzpYKVGdwJrN1ApqdtitnsvWqQ6IB6sClYIi2jaWrVdVR53xXDXysZ76sa0m1xwpgjFqG8FH37laiGFuESL3GX0cxzHq5jazsy+E0R2yLd1gccHrFD3LuEOeGoz6p5VlCZkwwHSQ7/fDy4kBF/TWEhUFFEbA8LR6wW3j+4ehRDMFovLZ6s1qt0Eqqa5dLP/QV9CksQ9CmMCR8+aFUofqAYhmQkh0JJVgIZr7ZZMU6O0xDuLwaK9RxOK51pLyuWS2mdIHyz5lsZQlBWisZwVjkjElFXBIMqIMs1AruGKnLfcAf3NHfrDAYvFBWdH+4j790mzDLW3iVEadMJ0UVHXhsmTI0RZEqUxckWrqVdjKYGyKNBChFTJfM7ZSYHScQgAiSRR0iNSGi0kg6zHc6MYuZzx6GJKMs4oREzTgBEeBfQs5LMpLi9wpWG6KBmPe2wMEvr9iKLY5eTwFHe2z4PqjMH6NjZKuVjmlE3BaDxELXOqKmf/8An9Xp/ifACba4go4uTkhGu7W8xOj2kWOUZ5rm2NyfQzHByf8ebbb+LXJM8OdlCx4Nm9EWrjGi47poljhtubfPk3/hWBu2+IhcS0nMUA0YXDykoAZRqUlMQtClo6j4pU+HGWgqoWIXa1K2YkGNf8ECZtuLTW7O3uADxFeVjN37YQ0614yHm3KqAD6tryzz9Y3LfQrwvK1ODUAuGLLbDQNA1KevCWvKjIl0/zY6/+boGz2ZJXv/0nPHh0SNwb8+nPfZ5bt5/n1W9+k53+AJn0wXq8s0gkVE0IpLiCaHrvg52e9G20c03sAO8wbbKXAlQSMRglHB6dsXdzB4dmejLhZP8JZwfH5JMFN2/eYvfaBulwxOT0jOV0yvbWOnu7G0QRDNIIh2N6fkqaBLBHRgKhQHRuaVcL9jAKgT7iWg5vqzXx3qNkxCW3JDz/boyuAjHQ0c4ExnZzyyN9QNO88FhvaayhbiqU9MRRSpOUCOnRWtFLUwQerTQL51l6j48iaN1ZbKsrCGE2P3gqhUoiZlpyeKhZzoOd6PogZRSDkAZfGnLtkcrhCJ7UonXQkMJQzB8gYk9sPYMoZTQe4fE8OjhhsLmF2pwzOxYUviQZho6xbBzLeUG+8HiZ8ODBE7JsjWyQorRGijgcNCvL/tsnvPzSCxweH1CbksGoR5pGnJ6d8/Wvf5Nbz90mjfv0R2tcnB5z+uQ+w0GfGzefo8kFOpY0xnLw8IDnn7/Fzu4WURJsVk1laAh+9SdnE2qn0NEMjSJOB/RUSjKIQoOkKpicnhFHGiQIPFWxYDpdMEyHyBrSWCJF24WvLf10SNEYIqlCJ0UIpNZgLcLa8PVBj1gKEiIW5ZSkn1IsK2YXRaCRljGVAemjgNj7IBoXwmKFoWimqHjGPH+PmboA5XBO4ITFqwZPRGMSRv0xTTOlZ7dw3lC7IybNfWb2Pjc2P4teCM7dAYton34ao2yKqjdYlhH75w2DQZ9MFWzdcnz2rz/HnZd2iDNBliji6MOBtB+Jwlgpxcsff47FPA/CFhc8jYUQweYqijBFwXQ6XRVtXTHWteu79vp8Psd7GA6HAOiWW9zRHTr0t/Pbfemll9jf3w9RsiKIbZKWJlEUBVJKRqMRy+UyeEkKsXJmiOOY69eu4aTg7OyMsiwZtAWflBJrDDUeW1cry7GOpqE7YV+7sXSC78Y5qqII7cx28ezQ3KtixG7zSlpxn2sLVd8Wk1IKpIxWaG73nLpFE4JorEPBOh51VVUrxFfr1vWgdQiZzWZAQIJ1S8GI45g0TVet5m6h7uzVyrKkqiqGgwGNgExIUBLbfk5rbbjnqiJKEuI4LDCrgJC28K+qitlsRpIk9FoLPHOFMnIpwf7BXs578mVJ4yzWO4QArSOEVGgZBI/dMzY2IIShteeQSFIPpmqovQ1WfFpgTIMp5mzpjAMEB/sTesMeaZvfkqngkZ0JGK9l7J+c0DSSSEHdVJRVQVwsWDYG+gPsyTGR8JjDBzwWgrPpc2zfvMlgp4dY1pSLBf58n6aZcZAbnhwehs8XyVXXwhvD/v4++bIIQTLOkSQp89kiHDp7A2pjkGWBrBu8g1Pg7z5/h9d+8ieZPriPTmJE66jhnGNR15Qnp8wWE772b7/MS594hbJyHB2dkA2HfOTFTyLdmzx5/AThDcJK7PqYuiyYHR1ysswZ7G61LiYJw+GQXhYjXcPpwRPOD55we2+PV4+P2blxnaIuWCjBa++/wx+9do/jhWR08T71wvJFG/PCnVsszo7YylK2PvZxzi4uOHr4mNe//ccgJSWtvktcilqluOzkVADO0R+N0UrS5Eu2N9c5OjrFO0jajlSHOlsXxMM/PMz48rpEID/oJmEJhAbx1PcBKwrYd3OE6SglDsIGy2VHLU3TNpTH4Jyltm0QkAuH904ULGUIT0ZpoqTHCy++zN7NFzg6nvCtb/wxG1vbnJ2c8hOf/TTv3y9ZlF3qpmTF1PXyA0UjKCVQXE3P9KukydpaqtqQN5KxEZweHPPg3XucHB1wuP8YoRXXbt9mb2+XsloylIqd7W1Gd+4wuTjj9GzKsvYkMqI3GrOxvs2yWHB8csKyKFquuiXQRZ5+bs4FYZ2Qrf981CWYQmOaS5oOPPWMOmDlqrbEGNeiuYH4He7Rtmt0eK6z2Yx8uUAkwVkHFFJIdBQRSUFdBwBJNg22aZjnOXhP4xxlU6NK/UNxVIljwcHjU6yTqExghGBqBcJGREmfLLJEA8tkNsNaxyhJGA4zctOQpRnN43OkqXju+R3m0xlnF+f4JGH92ogkmTPNHUscu7e3qGwdnC2cRyYpQhsGGxH/+7/8X/mnm/+MHbdDEsVo5VBSkySKKOlTN46/81M/yW/8my9x/2xCkgxQJDyzucd3vvq7fOzHv0B/tMb1m7eJlUTSIGNLIY4YRRnzvOLFVz7OtWtbDNcGxGmGlgmVsRhvOL445+hwwXA4ptAe6xf0RpYb168xOZsRCcfzz93g6PCCk9Mj8jKnLJckUUC+58s5G2lMY0p0JEnSlFjGeCxplNAYQ6Q0jQvi2URHDPtjEp2wKEqG/ZiNj22Djnl0uk8SaTZH65SVZV5Y7r2/T3VyhqgHGAdCLTF+Ql6+h4wn9Ow1Xtj7W0gZURUlC3GPBe9i7AXaeyqX88aDf4XD4nXDOH6ZTN9Aupra57z07835gy+9iz6cklrQU8f2c3fZ/dlP8OjJPvOv/D5/+6f/fT7+uc+wtpGS9ePWpjZCKd2GmH3v60eiMNZKks8L4iiB6BIp6NroR8fH3H//fa5du7ZqY/ZEQF86NwvnghVNnGV46zGNw1OzLArmsxk3b95cvZ+UobDo0Nu9vT2iOOb9e/fY3d0N1lNNQ9M0wRLINCFhTwX1Zpd611EclJTMTFhEuuKyc7zY3t4OrhBXuVpX7M66XpixlsabUBQSvtwtZFIKrK+pmgLbhMJzxdVtKhoTXiMI38KQCqHwJrxW433w9fSXvOyOIuH/f+be7Me27L7v+6xhT2euU+Odep6bbDUpaqJMSWDkwBIcCwicxIgjIBP8GCD/Qd6ShwROHoIETl6C+MEZZAe2okQ2JFiyrSCMyKbJJtkDe7pj1a3pTHteQx7W3qfqkgQpWaRaG31R6Br2OWfvtdf6re/vOxDoHhCSj3o+YF+09sVxX5j3P2uaZitIrOoad41L3acl9WEeWZaho4hBkgQ3DiEQ9iotL5KSVoXkvVQpnLE0ztF2aFxVVYw6qkS/mPUc5T60Jc/zn/xA/QGHQGC6Fmkk1XYREiJ0OAYywnpwtrOpEwJPQKekjqi9x3iLazzO2LChQRK5jHsXOVEWIxLYH0fdBjC0QS2Oy3UB2hMnCXWjsMIxFgmubnn37W+yWuc4KdHTGSYvuDx9wEh4UuVZ2w2yvY3dLGhczc6j+5xvGrL9A27cvEGWJCGh0TnOz86IdeDe706nDKTg8vSExjmU1igp8V7QesNAOry3rIuWWCf8w3c+wN884sbLLyJGO6gkQesE00oen55x91vfRCiJcDkPP/qA+dFtxju7tHrAReFpmpzx0S7D8R20FsjIkUjFYDahqtbYa+EYJycnLFcrTh8fM5/vECvB8dc/YDQYoqOIV197FZ6/gc1XPLx3j8lIkTae6uKc4uweo8++yr/+2msYkXH/ouRb9zL+jb/665w+vMvl+Tmt9RjPFil1LogWZacNiIVESsFqtWY0GvL04QFNUeIczPcPQrKaa2mKgjIP6MrR0Q0++PCHC0F+YscPKIS37XhBh/KITudxNd9dR42vU0WuF3qCPgAlOAGE+kxs5064opP0bgxeBI5z2wa2rbWBArbJc84Xa84XK5rWkGTwxpuvUDeG6plX+fKv/Cy/9Vtf4/HpQ4QUAV3dFsQO56+szPAEjvK280bXAQRjBBKFEzYIpEzLP/+Df8bi7AFtY3E4TNXw7r/8GnffHyB1xOfe+By7+zOG4yHD0ZDVOmedVzTOcHZ5nzjRjMdDnrr9FOsq58GjY05OzwD5RDEbLojHEwSbLWCiYA9qjAU60aazW6rKdd/oH0RXcdZfcd09mNZiIxvSVLsOZbjXjljHRDohimKUkrguCtp0HUIpBHVV0XtFj9KMWMof6mbykzqcs7R1hJo4RASx0NwZz/npl17hd//wnzOaJ+zuHPLo2FGWa27ejth/asQ7Dy45u7/g4FbK5thxeb7Gxh4xjBmkKXcORzx48JB2XTOcDMhPV1gjEE4QaxhkCuEEqwdr3r/3Duo3Hd5CYRqkbNFKoixImeJ9hG0avvxzv8Bb3/wmX/3a1zh5cMz56TFPPX+Dy7NHxIOM1jusECwXS5q25Jf/0pdZLwq0Vty8tc9gOGCYZWQ6Au+p6oJ1saao4Nf+2i/z7Xe+xXpT0JaOsnUYc8rjx+c8dXOX999/H+8jLhZLlqtLhLCMZ2MG5ymPzht2kiy4YTlB5BUyUkRaoaKU1EmckyjniLu8iERHYAxmseT1Vz/LndtHbNqIm0/doS4KlGmZjAcsi4LDO4e8/9EDHnz3Hu3yFJevUd4zH93GmtcZp3sUyxSReKSYMBBvMPSvomNPPBpQO4fcRPh0zb3FOzyWjxjunTHMHIMH5/z2//Jb/LW/+e/zjXc/5qkXXmCYSO6/8w7v/eHv8zd+499i5xe/xOHOLrP9MUprolh2xgMSpUPn5ocdfyEK4x4VvS7YMMawXq/J85zpbMbLL7+8pUH0Uaw6SbZForWWzXLV8WkDH2o0nARU85pn72Aw2Cpp66ZBdR7JdV2zv7/PYrEgz3MmkwlZloUEvs2G4XCIJ6Cl0Le7gh1TFEXs7e2hffD99Vz5H3vvWS2XZFmG6QQo6nvaez0yavri0gUFfM9HFkJTVgapqiBy6hYjJRXeSZxrrym+g2re+ijQDaTaiuKu252Ztg1o1TWUob/uWycLaynynLhLI4RgGdcX/0Wec35+zmA4DMl+nTCvL+ittVuEP47jrn16pVjv3Ub6Atw5R9NN1j020lNg8jzfCgX7z6K1DilCHc3kUzm8J9ICayXGOECiI43zhjSJEVbjaALtw3m8kiipyZzFeovyIRTCpQl12+Jqh0CiIsUzhzuU3jIchTZqCBEROBc4rVGkaauGynmGyhELy2q94OTyAq80ZZ7TmIZhHGO0gqqhOD3GVCXDy1Ps5hJXFVw8uM+D82MqC9Q1ZVEglAqhMG1Llqbcv3sfZw2Pzh6Tr3OS0YyiKNGxCn6/QuCtY5AkDAX4y0uqUUoymhAJR9lKhE5ARnjrKTdr8kd3aeo10505u0e3GAwOWG1alCtIJwnn5/eJ4iEXqyWC84D0tTkRDd7USCLSZMjp6QkCvy3mz49PMGXJnWefwcmYyf4+o+kYlSY8+HjDvXtnrC5yhvMZa+/Z15qTxYbVcsHgPCMbTRlrxTTNWM12UOmAKLoMkd7WYjtubN+lEHiG2lFZHbovWjPMJsz2bjLfP+QFQpbPycl9jGnZfW6HNE0oy4q2NZydn306Y/d7EMu+eBRCdAixDHyP7/uzJ1PZADpdXuh8db9zxcWmBy7x+Cf8d/01ClRPy+i7XxCcioqiZLFcslktcUJiVcRQauq6wsuW1LcMog2xqGlaTe3p0NLu84krmlhPIevnm9ABrPE+3EdjDdY2SOUxTcHFo4eIRDOc7TLIUuJIoVQQogkpiGNNFCuausIDRZVzuVwG8VJjmM9nbIoNaRozSgcM0hTZUXB8T8uhR95dQCaFh+iKK4wXnRNTt14QXEKu34vvvyce0XN2CHG+eAs+uE4IH/iqQnXx50JtQZoeaZY6QrRXQSK9EBPo3Cn0NeLyn99RlYYkipEiQWnPF155hS//1Be4uzjnl37tl1lc3uPDd48ZTGKqJuHevRVWRHzxCz/H/YMT3vrKt9jbGbOpNjSVD6IyZzi+rJDxnNmoYlNVHE4naBLqpsW4miiWLC9b6iolQXDy0T1m0z1kElPVIRVWVj5waIlpfAFe8uzTNznc2+H09JT/8x/9Dn/93/5NdDZmOIr5yv/zR+QX91ia4AV8uD9nb/cGOo6Y7wxRkUZ5gk6kC9A6O9/wzLOvcOvWPh/eHbMpc6qmxdRNCAWRmtW6QUYReVFQ1Q1NGWqR8WxMpBLGwwyHxwuFVDFpMmA0HKCVQKuE2jiUTjonjwBCOmtYL5ccHexy52jG04dT0ENqmVLVLbYpkVgGq5g4d1SrEpM7TptTqjoKTihWcV7dp9lZ8qVf/0vYxHB8fMLH737M+f0zZCuIaoWcpfzav/OXkXrEyT+9YHPvEUk95+iZZ4jv7DAucz746GNOP/gAsS548zNv8Je/8CtkXxAc7O4ymY0YDNKt81jfKVdKIbX8kdqOvxCFMbANnOgFB334xmAQvIWzLKOp6y0qe13s1nNeszTd8k/lVoTXbttOPX+2t1eq63pb6PXocTCNr1gsFkHUkyQ0VcXezpzWGOqm2SbY9e+1d7fwTbudJ64L37aTVl/0fc8O3znXRTq7LVLbUxF6CoYRElHWJDosvsGM2wHqCTTaOocXEic8bRfvqZUKxu5dUVzXDdbYEI3docb9ZuG6pIenrgAAIABJREFU0tha+4SAxna8tnC/9FXx79w2wrUX1sSd5V3UxT331yqO4+3ryO5cWustDcNKiTEtTR3aoklHr+hdKXqHkeubqP4cn8ohAv2Fns8nr9YK7QROSKTXSGmx1gWfTSForQEfgg2MF0TmalHUnWdTrB2JTiiakGbUGEvVGox1QfzSodPDOA4OLDpimKaMs4xUR2ghcEpR1w3SOoz3mKbGLRfYuqVeL/GtQWNpUDjbYtoWY6547N57kiTha1/9Yy7OzqjygrosUFoRKcBYdg4OWa03aKDOc5aP7kPTImcZMtsnGc4QZIDH1Q5bNeQPH3L23tsc3n6Kp198AzEecvLOt2lrg67WlPkFjZNkOkOJBYoCV1Tk+ZLhMGUyGtK2NXVTopXGtQ04j6lrdBfhfve975IOEnYSDzpCJjHzo31GszFIhY1nSLdmOBpz/njD/Xv3iKKImfVIlbAftSyF4fOfeZE//qMzLquW3jLmCl3VRFHM0fwQl02Y7uzw3HPP8fTTz7A3n7Mzn1HkBbapWC4XtG3DaDJiMBrjkRRVy72//fGnMXKBK5T3CbRXiMCO95KAFH8/Ivy9R++k05XTQYnvO96uE9huI9zrDfoFq0c8ez3F9Sh5IQT7+/u0TdvRp6CuW84ul3z7k4dMRmO0Vvz2P/kD7p4c09gWYxKcS3AqRkodqODXHES899CtB845Eq07+oKgdUHZL6RAKYFtGkwac/TUbWazXbSw2GpDXeYUmzVNXXB2cg/5nudg/zYHR7exSIrSsM43HO7MA83LBG2JNQZpHZGULPMiXFN9ZV2pASU9XktMsDC5cgb5ARqKfo35wSFHAjDXEN1g0+V91GvvcO7KJcTZbn2wjrZt6KnD/brSWANW0LpAWxNKkRFi0/+8j+lwwhc/9xmKsuBwPuXNF5/nxf19ZuMhHz26R+rA3BiSmwZvM+J0ws3beyhjwXicUTRtzu50yGVekpctrXEsTIuWMTdmA8apROkY6SPiJEbIECN9/HBJbRV3dsb80e/9DrP9OTeffQEpI4zxuKYJOhNrqa0BGQrSJFXs7e3ypV/8MsPBmGQwQEeKZ59/meF4xnq9QOHZ2d9FyQy0IosVToBvDLY1lHXDcpNTFZKXX7xNFCUc3DrkcvMJ+XqFFxGLdU5elpjWoTJBmW9YL5c8Pj6mdS0vz1/B06JjiZLgjUTKCC81FskwGzIbTLhcrwhyUAVeUFd1sFyVgts39xmNRp1vcsw4ihGzAc6OKaqSwnriJmc+G/HwfEMyTRjMxkhVc3F6RlM/ZFnEvP32hgjJepNTLJZYUYU6xyt87fn6//t/0aoGn8LtV54jRXNyckxZVWRJxmeff5M3dp5lOB5z8+YhRwdzhmmCRJMOs2B52gGD4Z/onm31fR2W7z3+whTG/ZvtHQystWRZFgrjJEFJSdu5FOhr3rYQ2upaa3QcE0cRskcfu+J6NBpdE5N0D7sMRvOuk6T1hVaapiilqLp44uVySZqkCAJVoacV9KK3K+GN2bpoQOe6UJbbgn/Lh+6K9u9dZJRSwTOyQ8R7Kkf/T6cDnHdbxMP7gG44a7bJgFprhA22b6Jr07mu0G1b0wUOdAWElB2nWiH8lWWauvbe+oWsL/BbY0g64aFSiiRLrzYm1gZnjyii6ASQSZIQ6WAc33OYr4tFRPe5e952XdfESYIxIfK7R42SJKFtW5Ik2RYk19HvH+Ta8ed3XImLpJRPiFGMc0jZIfHOBooFYbfauCATT7wHFW2N1aUOCmjjPZtig45HbEpHYy0Wi/e2s6HqXkR6hkrSekckBdFgyHg8Cb6pSgaExwe/T985xnpjaIscUxU479nb38XGCcp7dnfn7B3sPeG6sFgsMG3gnE2GQ7wx5FWB9tA633HXQeiAUBhjybzj8t4YoVOSNCLNsmADV1bkJ8dc3v2ADMF0/zYimbGsDFVrcU2FE55YKQbDA7xzpFqhfUNrC5ypsEbiXIpSkqopEF3BL3xXfIQdA9LDerMmryqiOEXqCIkPLbUoxguJ95aLokVVNeePH7O7MyeOIuI0JXOeKQ0vP/ss7771NS6rGi8CsigloGIm8xmvvPIaP/X662TTOdloxO3bt9nb2QFr0MKxiiLMsuTwYIqWLngAa08ynBCPJqhPbezSyUP5Hg4xnZC3+4l8smjujy3iakzYGAueoEr0m+q+EO21C33XrwcsgihOdAVgCOrYsoSlpGlrpApWjnVVUucFbVVhkwQVJ3zt7XcQUpMkGUp4irLAGYfXEaFMDwi/EGor/us/qzUWoXy3SfcIXEBV8ewe7TE+TNg7PCKONKvTYxaLS9aXZzR1QVOVqDhlOhmT5yVFXoOOsA4SnTDd2UF4x3ic0WPwuECZwkFrW7y14ftCgPBIHbYW1jkcHnv9mnTuL0Ko7Rp4fWPxJP87rGvCh+RNL4Kq39NR2Fy4YdY6VKRx3qKVxhhLWVXEkQzPSte9Mx2w5LyjbmrKOgoJaD8CeftJHLPhiL/yhc/x8OSEyA+Iq4zTBxe4qCFuS8Z2yKtP7XFvc4kSOYPJmMFoyDvf/IjLy5JMxmTKECuBbyw0wV+8qQ0udkQHKbFUnC8qhIc0zTqk3yG8YD4cMklTTu5+xHvf+DpxOma6fzNcK+FwLqSB0oWPOB+ueZQoXnn1RaRyCN9gW8XB/h7z+Q7GtDjbEmmPkjG+67g0bUNLS9t5hRdlze1bTzGZDsnzCoUkliBNQ2UNRZyxrkpK3yJKi7c1RZGzXp5TFJc8GkqUbxjGCQPpqWXYAHgUDkUcpURx0PHYzt51ebkkX6/Q0nN0Y4+D/QnDwRCPBqGCR3KsQSrQinFlOL8sOk9uj4o81m6o2gtqd0E2aLl585C6LVksCyIdsbe/w8HNCOM8tmrZv33At99+l2xvhJQRDATpcMhsMiVuHaPxjNeffoXxcESURCSZIks1SRIhRKi5IiW2tco2sZgw7n/YJh/+ohTGXYFTVVWwg7J2K7Lqq/2e79gfW3eErkjtkUjrPbZtnyjqlAqxu7ZzeOiR4z6wQ3ZRr2mS4pzbFuTWWs7Pz9nb26Pp0GIh5bZg6wtd7z1NVYfCr0MieqS3LwarqiLu0Onr3sH9++ktn64XxT3KrXVQ+oeAjKvL5pxlk+cdOhtQWtcphsNEqrZFf5g8HWVZ4dJQzHgcysdE/mqR64v/7+O/cU1407XzpJBb1LdHGNu25ez0FCEls52d4CxhDKbzg+4Xwu9147DGsMlzph1634el9BN/0zRbtB+uCurrRfKnc4S0Qi91Z2Mntu1O6zwxoYvQGtfxLj3CCyIhMYSJNpZghSJyXUEggvnbarGBCHIThJhKSeJIorUKccOtI9ZhAo3jiEg6hIyIJxOGsyn2rseYhlQqGjxCXImo8BZnwQkRokW9R2jN7Wee4plnn8Fah2nDhvPs7Izbd+6wvrzAtQ3WOdZFgXMhKalqaqRUyFjSNg2qbvCrFYsP3wOnGQxH1KMdalvTLC65/Oh96otTXvnsz9CohHv37lNaz878BqvTY/CC4XCHdDKjsQWuFPi2AuGIJLT5hsu6DglmtsE0NU0nGhVK4uqKSCvme/usH59wVgahoEKwPLtgsy6DWX21YbMu+G57zgvzAU3VUJYFdZEjsQgU01SyN5nyzOEcLzzr2pNkKcPJlOHOATfv3OELP/dF3nj9dSajUZdq5WjKguXqkmK9ZHl+Rnn328yGCVkULBOtTElnR+zeeQ7fe+z+OR+B8/u9S0B45pVUWG8Dqui+vzDezr/eBQqQv/I+7s8NHW9Zqc4KTIXv9/SBzqUHgmBVaY0Pyka08yEGPYooy5LVcsXZ2Rmb1RJj4Obtm8G6yrQ0tWU6HTEezvBesVznXJ7VAblDoYQGglBSIOhDkIQQ1LbFWog6qyqsQ3hDmmnuPHMDqxucFawuzzk7Pefi7BLb1qTZEBVn7O7u89orL5DnBoSm9cFRZ5TOmc52kN6xMxuxXi6BIGjbrDZ4JG3V0oowJ0gZgkZ8GqGjhOAcDrYL14l01PHZw/XpQZl+zu03HU/yjRWC4LRhfLCnaxtLLVusAZzj9PSi+x1J2xrKKscLx3Q8DMhdeHc4xzVNiqOuGpyDH4W8/SSOSGg++9TTDKTi/Y8ueP/8EcmwJR06fBMxWD7P9GjMWfIhuBPWKzjPc775Lz9BWsFklBHrjOWyoNi0eK9RcQTeIoWjtA22blitQ8dVaU9rHcJaRsmAw50Z0lpSrXj3G18nG+3w+hemRNkItEJYiZQ+iK99FO6ACMLsPldBitBjEb3PtlYIokCd6Na2qmkxTYO3BmMa2qZG6YiXX3ma5bpgcbHk9OEj7GqDz1ds8op0OMY6y2pxgVaCOI0w3iOlhybn5MP3eO6pp4myOcJV5G3oOkdxQpxkRFGCJYR7WOdYLjecn51iq4Kjwxl78wFxrJB48qIhSjXKtkROoGMBQpFFQZSZl/U22TJfF+TVEh0p9vdu8szLL1HiOV8siaRgNpkyGo+w1nG5WPDCiy/z0fmSF196ifX9B8gWDif7fOYzbzAf76DTjFGckCQROpZEujMXkMG1SnSbOiFleO6F6jbf/Sb5h4MRfyEKY98Vkr3P7XAwIIrjbTHZc1Wv82Hrut4WRr0rwlbQxhUC3POE+wCOvlDtfy/tzv+9D3jf2js4OGC5WBDt7jKfz1lcXob3OBxuX0MIQV3X20WhL+h6T+HrlIjeDeN6uEXv/3udfhESoDRSdvQFL0hVEhwL+ohsFwruJEoJEZ3hPD3HT2uFVp1YBknbGOq6wnUUC6lliKD2nlQI4iiiuYZs9+8J2LpwbNPnjEWI4O3ati1pmnJwcMCDBw/QSlG0DefrFWjFKL7O85FX9BBjyPOcNMsoqnJ7Tb6XgrJer5nP59tNTi/K7N9f79Tx6RwCbyytsxig6VD/WEgioSglpFHc3UOAYCgfSRm4Y0p1YpgQOGCswVuH0IpWKUaxQqUJZl2ADcIvKx1xolHGMo4imkgQOY2QHuMMg/GUZ55/gW9+/auMohjfWqQJ5wxJZx5c4ClK71mcnXcLbXBzmU5n4XnsUgzH4zGnQvDw5ARTlygESSe6tK0NvstJgjaGNgrj4Xx5iSxXnF5eMDu8ST29gTEVq+O7FMslw9kB2eENYrXDo4//McN0QjaYs1AX+C6qtfQVe7tzmosPqaoWj8M0NWW+CWE2wqNdmPy8Vhg80jm8tZw1DYsi59beDpPBFKckkQeVDEIwSetZrFrOlyVxDfHBCKFD0lNTF2jtycY76CjlzvKSv/pLb3LxeMmDjWfv6ed56XM/zZ1XPst8tsujxQpXVRR1g7AWrME5g4gUKM/Fve9ijh9QxRHObtjZO2KyP8NrxfmmRifZpzJyPZ3XMoT2uKBbMIJ/qWksbdM88TvhD8PPrXV4KbrAoQ6p9EFAhw0dktAJ9NdsFlUQwHRUtyfijAkBDdtUwO4oi4Kzk5PgimMtymsipamdw1mPRCN9ShSl7B3s8HwW80d/+G3Kpg18XBnmC+984PZy1WVyEoR10JqwcZSOwUBx8/YeKMH55Zp6teH+vY+oy5zxfMbR4XPs7x2ESOg44fbNfc5PLymLBqFDt0ELQaQ1s8mYus6x1rFZF1yeL7k4X+Ccp6pqrIxR0pIoixUOPx2RpRq8fMKXXkY2eLlai7Fh/u21Gtdbw9fDr4JNWxQmDe9oyhprGuoqeKULb6jrmuEoZTaYcHx6wWK5YDgacufW7dAVkQLnYkwTnBmsdeSiYlVW6Ciiaf/8592ibDC1pGo0K3POIn3E+GjIYOcz3P/9mjv58zx+3PBhs+T907tclqtubgCN4PwiJ280tnE4K4MwS0OSRThnWK0cy0XLZDolywbEiaKqci4eL9kZj0lkQ+sDP375+D4P3vsm8/kut154BZEkJGlMUzdY63DehLANHyh1zhtaV2O87WgyFiUVkU6JVLa1PJVS0NSXmLbC2wZrw+bz6OgA40o+/PCE80cPuTw75eLinIePTljmNdPpPqlS3L//AYcH+zi9g1Sa0XTCILKMk5Snb95mmCoWq0vYNEgRk6YZw2EIPdNxoCu2xvDo4SNsUzIdJ8wmQ6RULDcVXp4QJwOiYtwFlKQkgwEOuDg7Iy8LCmtAKWSWsJPcZp4cIDJDNB3zyfk5KMn8YI/L0zPOixybJcSDjDja5e2PPub2zi1ejg+4+SufZziaEemMOEkYJwkyjhDeEsXBYUJIGdbPrkGqVaAjZR1g6h1Y4Ttq1Y/ucvyZCmMhxH8K/MeEWfGbwH8A3AD+HrALfBX4Te9988PO47zn9PSU0WhElmXb4rUP3pjP5wEa79CDvpBs25b5fB52V1XFarXa/l5fSOd5TtRxVPsi9TqS259HKUXZhXz0Lb1+Mt/pXv/xyQnT6XR7nv41+qK+5zYKIdBRtJ2syrJkNBqFgBDYTspwxcntbdJ6BFqIwJu2Lgg9pFBI7zGtCap450OMtNaUZYE1Da0N4R060ug4AhFEEtY6rPWUpgposjEBdRACW7egFE4Y4jhBpWmXvua39LQe6bXek0Wqi4UFKwSyu05JkrBer8ODPZ2gus3A4vKSIk7Ync22iHbSifnqumaxWFDWFdPZDqp73f4e9kfvQOG9ByUQPhjRyw6979GST2PsgqduajyKWIYIzqKssVISRTE6jkiExGodnDsI7dDcGOrKkiYh3llYDcZgncWJULDG0aATK3om0wEIBTKkGlkLOo4obAsiwjiLdI5IepI4IsqGzLIB6+UyJNdJgezGhxPh+olunNdYWuP4zKuvsXfjNlYo2qZB6+AFHCUphWnIBgMeXpwjvGc4HtPUNUYE6zlPSFbUUuAFVFUNuULR8uDykuH4MbtPv4gn5s4zr/Pcqz/P/fOWojhlevAaD++9w+XpGUIVTOa76CSBuuTe2+/imhypFBf3j6mqchu5LrvnXhiDEqoTwmqE0ijn0B7qvKG1NYlSCBnxzNPP8OrLL/Ctt97i8cMVPkooVjmPjpe8/HRBkS/R2iGjiMw6dLvhtReeIvr8Z9nYIdnuLUQ6pHKQ1w0Pjo85W15w5+ZtFnmFcA6Fpy5rHt+9z71P3mNzcs7tl97g3bv3eHZ+wHR3FxsNeVhaMn9Jvlp+KmPXOcdiHSwYv9fH+PpGtqfVeGcx1mw5wP38NhgMwpzbCbJ67/TrsR+9K0vvlhCehU7EDHjRfUWErgthEbPeUbuWOFUkTUyel2zKDXE9YzKZcr4p8MCD+494dP+MWzeOeP31F/jSL32W3/snX8GJvlgEfF8Q96mkgefvXe/0o9CRJkkk49EAJT1plGGjmqPDI9oyx5qa9arAuQsO946QdcnJ8RnF2jHMOsFPFjEaTLG+ZjTKcL4lGyRUZcEgGzKb7HG5WJClEW3bYKVgcvMG8/kEbxtMnYN3W8ChbVuiOEHJCK0DJWILoMATnbVufGw7c1tqhfegJFJplI47W1LJ0dFNZtMxcQdYJGlMHEco6aiaNZvNhs1mQ1/+GmvQSjCUKVLyp/Ix/nGN24fnl/wX/+P/TnpwweggYbw7QquYDx+8w7cX3+EfvFOQE6GGDrwhjiTTLMKnknKdo2UCjUAJSzaMEBIaW1I7x2yccXF6zqsvv0osg6h7udxwfnqGq1qme3tUeZ+y6sAJ3v/WWzw6fsDLn/9FfvZLv4qJNbY1eH+lE3IdZcZ1TiuO3nVL0DhLbhvweSj0Yk0URVycL2mqEmtqrHOkg5Aw+Y233ma5uqRc55R5zqMHd1lt1iSDCQ+/+12kVhztTtg7mHDv+BhTtUyShN2j57lz4wbCWtpyTZxNmNKgpSLNUpJsgIoTGmsRkebBh/e59dyzHOztMBlmpIkmTTWDNEJHkCUpwopQi1CxyQvyuuHiYs1773yHqpVgBU1Rsrp8SLF+QNsuAigkFcoYzq3HCwlC8khrdg4O+eu/8W+y/+w+w2SMGmYoNQShQUAcScbDEb5taV1HwyJCCR/S+7QI7jZ4RKTx2C1oKoXcGiL8qNr4X7kwFkLcAv4T4DXvfSmE+F+BvwH8OvC3vfd/Twjx3wP/EfDf/bBzOWuZzWZMp1MWiwVt2269aieTEEN7fn5OlmVbVHmQZdtktD4Eoncn6IUddGhyz/NtmobNZoOUchtEIZViMBwGPk/TcHFxsUWh4zjeeicD3Lhxg7t3724L3d3d3W0h29uKQVBSX3lGejabzfZ9wRUyfLWzZ1u4l2XZiQ9bWhe4pe16zXg4hCSldoaL5RJvLKNsgFSKyjlabynqkiiKSZ1DumDMLxEgZWjjKEXb0RiatgUBiY4YDgY0eM42K/Dh/Uc6PJw6irYOE60RtFaSRQGB8M6FNCwfvG6rumY6mzHtrmVf0Pb86l502BfFfRR3QLSvRGs9UtwnHE4mky2CL2zneqHMdvGOO0HmpzJ2XYjxsAASBllClOgQuyrCpHdeNYxkaMkZGRLxlHOkafDGjQEhLDrSSCdxeDKtA68dwV6S0DYt1jfgBVpoklhjbEtrAzrXYkMbTkhuHeyz/6Wf5f/+7f8Dy5JWq4DwNnloXwtJKwWJioi1QnTWe8+8+govvf4qt27exHbi0rqueeutt1Bac3h4iBCwWa0oNmtqAclwwPnlBU89+yKtFVRVg2fDeDdj7+gO53XJaLLPS29+kXR6yOWq4uzskvfOKqbDIQMFyg4ZTfexm3OywZQoTjg7fsDFo48YJTFVuQ5doiY8X1qE2OG6e99edEEyVtByFRcupYA4Ynp40BVqLWeLJUZKXn/teV5+WfIHb7/D5WNNKTzHj8/JsrAwaaUoVkvSCES8YVp7Ji89j4liirrBOEmkE6ZTTSoVdS2pG490LYlWJIMh+zeOEFKzuvEMWab5jNEUi7s8ePAQ4xRVkXNWLjH2T466/TjHLvDEc9PPo03TkHS2j30nJo5jskHCaDhEqwm6s7R84r1BoAoJv3WV6W5MKHpdRLAbDCWzpUOtgT6azRO0D66bA5anZzSLNeViRVFWCKmZz3cRaUKrJXmR05iC/cMRxw/u8bWvvcU739YYW2LsDnee/1kMBrwCZIhGNldJhlhL4wO1zDmCQKsR5NWaGwe3KHHsHu5jTUm9WVGsVywvznjwyYd89xtfZb53wPMvfZblCg73IyazjCyLULFnlA3JhglxKrk8N6yWILTDyobKFzz/wgsc3rmBc0HEZoRns1zgqhLh2Ba3TdMQxbKb73q/43BprxfDPwwJ6zc9Pa1QyNBpMcawqUqUEFTWUFuDM5A5hzHXupzO0na8cBDUZYtpHNb8yagUP9Zxm7Q8jt+luu8RJ47nXn6KV157Gr8o+c4nl+zvWH7jS5/nK996n0cnLSbXNIVhOBbc3v0Z8ssjfubZOyS7JfeO3+PR6hOW7pLKWW7eOOJf+4Uv0WxKLjYLvvvJIy6WJbEacnMno92UwUmkW8tM8BRi/fgRX/393+G9b77Fb/zmf4gnohUyiPVdSHTx1m1rhcb2tE7ZUdwIBXoVusllWVKbQKWwtqGqgv1pGge6g2sK7j94QF5YvMiY7QcqQhwpDvf3SVTEYDDgqZ/aCc5BnlBMti0iVsTJlMg4hvOekihpW0FRSw4ObnD7zh4//YXPB6cf2yKVIE0iIhWCqpTygRbiBDISIIPOqqlrnn4GnnvpKU7Pz7k4z3n/w484eyzw7ojBNCUZDcjGY3YHY/aHOxBpslHGYJigtSLLRiFyXErSLKNtFMZ18e7CIUVNpCRpkuAahTXQ2IbWO2Il6bJlabzFupBZYdoWZIuUCttAW/3w8fpnpVJoIBNCtMAAeAR8Gfh3u5//T8B/xo8Y6EprRqMRRVGwWCyeEEcopRiNRgwGA+IORWyahrLztu1VzHEcY7tiqm0a4iQhTVOGg0GwpenQivF4vC30+oUgTpLAc+04y72zRe+TGwprzXq9Zv/gILQZjSUvCoq6AmMpioLBYBBaER0NoSiKYHc1GJAmCZvNBg/bolteW5Su7/IdwXu4Nia0Yxw8OjsnFiKghGWJaQ3GOIbjUWCuGkskFK5pab0gia4pzpWkKEvauqEow8YihDQEFPlysQgCADyjKN5+Btddk/7z3DvbEEea3aFmkAbFp/MW6TyrzuLOmBDD2cc8b1XmQFvXAenoBn0v3MN7IqW69zHfcsCTJKEsy62or5/4+8VaEDY2fTjLpzJ2pSTRiqhD2H1XECMDJy9CEMcS52xHOwj0iTSKEFqROU+Lw1mH6vxeTWtYty1plpFI2bXkPFroTngZ0v4snrawpKOUCI9tWtJhglKOs3XN3/z3fpP/9r/5r4haR+kNkU6wPpwvVYpUaXLTYn3LznSHF559nv29A6I4Qndo02w25datm/i24anbt9ksLjleLinyHAXs7c9pG49ylttf+FV2Dg5JMci6AhXhdw85e3DJh/cfsLO0YWPWlqDDjl5YjadhPN/n5us/RYNFKEcsDIvjW6wffReRCyIHF+fnod1uLHVdIdRVsE8SRSFGuw10hiiKGA4nzPd2Ma2lqtvQzgSev/M0i3sf8T/8/X/ARZMwjyO0gMfnG452pvh5jRwkKBkjRERdrDlv32WRX3Dz5guobJdKD5CDASrKmOzsY2kZJRYlM5TS5FVDa2E3G3BbwL/4/d/lxs6MxMxZrTfkZYlEcvTS87S///99KmPXOUtVFrRNi1aKOInJ4ohRlpJG8fVBDjgQV7Zgbdvisd1GV+J98LJ2obpFbpHEq2LNOwcieKtbcfXToPG78kcWhOdAR4q1bdjZP+C5ZMD56TmL5YraW1xZ0lQtk7GmWVke3VvR1kMmo9tIX7BZbRjMFgxjwabu+bfgbaAySQ/OgtQabwzGeYxpEdYQecfx8WM2mxVvf/WrSFuwd/sGezeOGE7GjHf3OGwbdl59hf39OW0xwpQ1k8EOaZSFAkgojBHgYJRlZAcHlSwaAAAgAElEQVSHxFrRSgnZgBfUK938LDqNiyCSYCOFVRLjGyKvr4pdL9GRQml5ZYfHk4XxdYre9UL5SpXfFdd4hA+UjGWxBhG0LNaFzmJTF4Hb6jw6TmhNjW19cCmxHovv2tZuG1/9Jzx+LONWC0FTFahxynCYUVzWfOP37lIt5zw3e5aNveB3/+kHbETOz/7Sz/Di83c4mkx484WfRywmfOfra/7uP/q7rD5YgigZzixP3Zlz68YhwgqqvOLtt7/Doqwoag9IkliQKIFsofVXVD8lCaJOIfC25vL++/zP//V/jiXizZ//IpOjW0TZGKkiPI6mrbGtwLrQdcGZraOL9B4pHW0dQnWSSDPMhgg9INMpg3jCerngvW99wNnpgtc/8yaNq/E+BOU4PJPRDnEUEynB4cE+x4/uk6SaQRbEx1rIsBGPBAhNbWA+22Vvb5/xaEySxEzHY6JIhCLTWzqdfti7WkgiiEL50G2UTHi4YhiMDKaF0XjCfL5DfrPgjc++iHPBHtCYYKcbEFxBpCM8fltzCRFC1vqxqpREpBHeg/UW61u8D51wlKAWLV4o0kgDNnCIAWPb0KlVgsK2W+DN2fZqs/IjBuq/0uG9fyCE+C+Bu0AJ/GNCK2Thve8hkPvArR91LtlRE7TW7O3tbbPulQwexMYY0g5t7UMlenQVws1JkoTGGpKOwtDbqZ08fsxsNsN39Im+Td///HpyUJ/ydj3UIhSs4SLu7u6SlwXee0bDlFhrvvPuu0xHI27dukUSh3jcvv0EhKzywYDVer1tbV0Fd1wRwLeR0J37g7GWYObliXTEyARRnWktSmi8DKEgUqhgaC8Mppv0jXNbG53+vFpr4igiSROcC60E70Pr0uI6lDy5Mtv3Vwl2/Qbl6XmKVQmx8mhFEGGVJUVVMJvMtp/JwxODT0fR1QTaFTLOX1k0WWup6norytPdQ3PdLswYE7ykr923qHuQirIkL4pPZex6AU5JjLF41yUbek/UJbyFzxBQcisl3juch9y2DFVn0ScCum+8o/IWQwg96a0A+1apBIy44nTWTbN1S1GRZCfLiJViU5RUedgIaakwyhO1Bi86j1IhaZ1BO0miNTcO9viFX/lV3njzzfCs+KugB+cc+/v7bDYbTh8/Js4y0tGQdVGwt3fAZpWzc+OzkI1JozGmlqxVihyMcXVDeVqATTm6dYdZPADhOF0sWa5zdmcDcpNy9ugxu7ef47IsmQwHZKnGtQVZHPPBo3uYtuHG7dvo9SpwXvF4eZV4KYTANG1AIJUMk24UUbUNmzzn9u3bVFWFRbC6OOM773+be48e8/Lh8/zR+x9TRRHr1jBxgo1xXCzWtG1NNsgYjyd4Y2kayUiWnD94D5IhDHZR0xvo6S5Gx2RphszGFI2nblqsEUyyATtpxL2H99jbnZNWJZebJetNDjplON3FeM1wMPxUxq5Witl4SO8KEUQqgc7UT02hcLUge7BCdKgvnT8wCNdbgF2nTly9jpCqayV33rpeECJDrh+dYjxwHlACkkiRxJIkCY5EhfHULsw7UeRYry/QpmYySrGNw7YRzg5Ras50OmVZfJV7H36Fo1tvYgADCC3RCKwJr9O6JhQAXZS7iDzDcczh0wd4qcj2ZywfLrj33fc4fXCPyWzObL7Hzt4eOztTQPPo0SVtG1HdO8GIKc8+s4f3wQrOt3U4Tyw53JuzyDc8Xl7iXH9l+8JWdmEP4KWkbR2q6yoGZP7JcJTtVev+v6eTXRdN9x21XgezDQOxXVi9C+LLxnVdTmS4Ts6hXPDJ7/UggZlNt0kSwZHiRw2wa8ePc9ymOuHp+RGfXD4GGbF3cMB8b4+T6JKZOOKP3zuh6ASW3/gX32HKkC/++puMRUY7NfzDf/ZbnKoNSRqRJTE3D/Y5mmk2pxs+fPAxZePZlBYrJFoqxrFmFCtqF+bQ68D8dVckKSVISZ0vUVLx7a/8XoiKJqL1gsY0GAXWalrXA3NN8K0WEpVNeemnf4lkusvN6RwvHI1XxCiUcChfo3zLzvgIU0bc++QE42uGaczu7pTdo12GoxEyhkiCUIb9gxlKS5I4RsmIsrFs8pZsNuSp/UN0RzsN9EYNeESiwCusU2gtEDiE8KC68SYUje+SFYXAd0SbwIiwRJFFCo9KIpLh6FpRGsS8SoXJRSm97dyIbnNIZzYgRef2JAQ4HShPSIzvXLJsEA0K5dCxuBKCekeXgRU4+12qZj/++3rjR/GM/yxUih3gN4BngQXwvwF/5U/x938L+FsAe3t7bDYbsjTkjie9D3HnBDHsAiSAJ9S4va2a1pqyKAJaJ59sy285y4SHX4pALegPay3eWpI4pq7rbVHW29MEq7BwMY+Pj0kGGcM0JVUKlSQ8fecOm67ofXR8vEU7tdbkeU6e5wyHQ+I4piiKJ8QmtlNlO+9DAkCHIPRfnbsqSuM4ZmNapFco6a88QDuTeKXltpBVWiOE3L6WMe1WoBHM2wG6IrxtiLTePuzXfZR7j8ueGyyVJ407Bw3vaEzLpq6ZDEZbMU3/9bpSuqeteAJlpLem61EN1T0Ifeu+R4T7z66kpDImhHl4v7Wi68U7rtvY/CnG3o9v7B4cbseREMHE2DuPBSLhEcIRRWm36LtAleg4jdYYWusC/1dpjPG0xmNsJ27C420bzhPKky5YxuGdQfngMWsRTJVAuoaqctRlhfMtcZowGoyoqhDYUTdtEKFIiYYOhYZnn3+e1974DPPdefCU7iaO/n6ORiPGgwFCyi54xgTLuCim3SxJ9p8lSkbI4RQrFMt1QXmek8UxFodGMZ1N8a2hbSwegdQRq7xlVeZUztNWLbFURFGM847N8pLFo48DL7Q1XD5+HCyqOjFSnCRkWejQLBaX0F3PJM3AWspNDkoiWsP9jz9msVpQlDuMpiNu3LzFvY8+5v7FCd41tCYhrxuWScLd0xXeNRzOUiYehqMRw/GYYr2hrioa0yLLGvKCutgwcDWzW88jYo1sHVkMOGgEYZFsPLGOyTct6+VjWhUjU4N1jsY0jPQYGcc/YJT95Mfu7u4uUbdIXRfeudaGtLhrcxVbgOX6ghJgJKEceInv3Cv62k126K/3wXEnGByL/r8nznSdDxvoPoJsPmJP7KKjmFooiqahKDZdCl2LbRtGacb9Bx/z6muf4/FxyyefnIVNU7pL0tykKC45uXyPndmzaDUJXt6+C2mR3fMkwj+EJI41SnoefPxdfAt39g8Z0HL++AF1seG8KimWS9aLKYvZlEEyoWozhIswrSfSA3anc+pyTVHk1MJgFjXZINkGTcVpQllU2010OBzeCYS7sqG8LsZuu53Gn6Qvdj2dsLvnT35f9hoXQds4kiy4C209azqdQOBgB265x1+9eLdMhdL+T1Ye/zjH7XQ85BdefZ0XFk+RV5amTlieNDhv+ODhI1Z52/nqR6zzgu+8/QkD8Raz5B6PVys+ufgQ62tu3roNbc169ZjVomJVtazyppufYqyHWCq0COFFVni8FwgvwoZQXvHVnbMEEly4SM476vUG56F1YbPhvMV4aJ0I4r1O4yF9cCCJnSCJh7TRCBnPiJIIVxscnkR74iQlEoIqh2RVYKynLnPqRqOjHQ72XiKJEmRiGQxCPYCEONEkSUysY6SOaI0jSoK9a6inupqj23RaE9xIRJTSmhahNUqBwGJwWCsQTqG1REeyc7dRofOhDFFs0UoEGoY3dA8+zobkRtEVva7jUnnaMM58EKD3gMc28lx2gUq4Ll4eTNPRQelCgWxYzxzdM2UttTeBsnVtPTNtG4LWfoRY/89CpfhV4CPv/Wk3cP8+8IvATAihu13gbeDBD/pj7/3fAf4OwHPPPefjOAgCeji9Tz/q0dwe1VDXkMTrRZj3HtlD8SrsZAShMA7to/A8u20BGjLA+8IMeu/Oq8mqDwkx3lGVBlAoqTrLn+BZvDufE3VFZ1EU27AK6HjDgALSJKYsmm3KUFgwOq6dMd3gC1YuSgS7rv6Gtm1LmkRoLHiBUhLtFK0JE5YPpphX/spx8LCVMqCQ/z9z7/VrWXbf+X1W2Omkm29VV3VX6ESKEimJkmVJgOGxhhjb4weneTBgGAM/+cEv/g/mxX+DAQM2/GaPDRmGRqPxKGtkjTQaBQaRItm5uror3HzSTiv5Ya29762mQZGeFpsbaBSq+pxz79lhre/v9/sG4UDr2LUZ3h87sg6Ci7w+iJZzInoeK6XG8zKAd0+0KoS4MES1uaQqS+rk2Xw9+ovq9IE/rKTE+hhkEoiL9FDkCCFGHvJgVzdc94HLOFBbpJSElLA3HAOA/yzu3dff/HyI3yduLBD5f1pGWzXnXBRbeI9INIvBDcD5uJB6D15FUZ5OwDkg0ASMcSkRzEZ+ZBIRxS60JpMalSkCgqY3OOvojcPrjNliwXx/H/e0wQmJ8DEtT2UZwlqyLOfo+JD9W3e5e/cOZVmO5zVOFa7dBGaLBfsHB8x3dyhOStRa432gWuwz3z9ClFNkno+LpOlaMukpiwJrOkKQ1E3LernGOEeeadrWoAns7i0IUlOUcVpr+pZme8X56ZNYPBhDv1pRTSbx2RQiem3OZoQQn1OpVBRu6vh7kfh8Tlgef/iY5ycnvPHKK6i+RTQb+s2a1XaFUhpJwIrAtql5epFRadiZlkwD1Os11hj6tgO/xrtAXs0opnOk97RZTji+i55OyBxIobGZRxAIWtE4y3Q2Z763T18IJtZQNSu67Zbgwerop/xZ3LsPHjwcm7+BwRs70iHiqhBuMJT+PyBZsiaMBMZw/ZqhyBbXSCqkzx4QcUgb2M0ifPgvhIDwAa0VspqQFQUiK1ACdHCcPDujrmuEM4hQUNdb7t87Jrgljx49wQtNpidk6pDa9kxngqKwhGDwTuO9INYAseC0xsZnNhdUi4LpQvHk6TOy3tIuL2jbhsl0ymIxRwmJM57tekWRZWTMMCYgcSivWV41PHt+xYO7U6SCDx59jHWGcj7jaLGDRCTqSUhg4IY4Lohxf7D+unkCxICPcH1uP3ncTAT9JDB+4WfACEyAGDc9NCiUJE/rrPciJnWGgOe6Ozw2UALDhfxBj0/tvr1/9zgc7x1xND/iqm555/1LHj+5pM+2PDk9p7OWMsuYlDMWx1Nm04qPnpzyfrfhyekl1sPEK2y/pGs2rNdLGtPjhYTk6y0BLQJKRkDmhq/rBS7E9TlSfiSBlNQ4aG7SGu8YElw9MhEmZGy8xveIIS49CtiUs/h6hVjcwYiMajJD5QHtDRKLdAqdt5BLRJGROc9rL99nb+8Wt2895M7xPZR3bHzLztEsFTCCTEuKXJJn15ap8doPwWDxunoCIihE0OhcIbXG9g7HsDbISKfSEulAaoVUIk22UxiQjNRYpSWZCCAMCBlpGD5OTwe6oek8zsfZkfM+2m+mM+W9xweJt8l/28d1JgSPdY7emvEZiRSPENMmia9xpqcPBiHAWIdz1wFCJoHj73f8mwDjD4FfFEJMiKORvwv8OfD7wD8gKk3/IfBrf9MHCSGoquq6Y+Cjj+0QHxxSRzUk4OS5Fo0MXUYpJcWN6OcBkIn03hhp6KKoA0aRSZbAq/eeIs9HwZhKIHm1XiPzDGsF+/sHhBDt0ryUMVbTOXYWC7oUnet9FKIB7O/vM01c27qt6VpLVRUIca30vplaNNykSojRMUAgMKaHSR4NyQNkmcKhQUZg7IJD9jZ2WkIYJl0gBC6ATJ1i5x1CRDqJSoRYWRS0JlrZWWMg0/TOo5yPXqI2dQ2UxHlB03vA451FAPOypDeG1WrFwcFB4l1JSOdVppH3UJD4kGzCEnUFGMNBhge27brviW0dutbDe6SIyXk3z91nce9GO6N4f8lABKxSkQkRKS8i8b9SwTWAYycFSgpyoemsi+/TkiI9ki54MkHk09qAEH1avGL4hzOWaqKZZRql4aoJOOvxPmBdjF+ezTNuv/wyq6dPMCHgnacoFVlRYIVgsbPDG29+nunuLRaLndFaazhuCrNm8zkvvfwyl8srLi8vUniNZnHwMnmeEQpFpuL4tSozmjZDZYr5tODZ8yWXV0tc21NvW/JcsZiW9E3kPevZjB6BUiYGN9RrbLeirldsNhu8seiyGOk2UuvIUc9zupSCeLC3x+nJSQRZIaTRcLQTu1xeRW9tF6BtefboAz547z0UkYZU5hopYre+sZbGgg0apTPMtmazXGIC5DhM5yhmsSNVBgcqo16eMa0qlMgJSpEXGVnignrh8YXk/qsPwT9ge/qY9ZlgEyS9k2TzBX+Tp+bf2r1L9H2Ha06qELFrg4ibukRe49lPjB8lqeOavErFDfCsiDoJpyQyxKAKgiO4+Ox6Ymd4oFO9AOiAICTWO5TMKDLNncOcXCkqrZllOU+ePGF/XqER3Lp1wN7+DMh59vyMx08vKJWmrA5x2rO7OGBaZXTOQ++RvcT4uBZF8GmRmSQroJopinmJOq8oc8cH7/w1RV6xd7DL3sE+k8mU4AObzYqD3X26bc5y5dHKooTm6dMLhDR87vWfZTKt+O4732Wzaag7OKgWyBAwpo9Jc0lTAESQLmLjIe4J0S3DpUS64GMLJISB6/2iz/zQVBlH+jeOm/vqJ9fJoSttnUMrRZYVGBs7e4gkVhQiTjTT73mNhz+bNTfWWAU68xzsZVxe9rwrTrlc1kil2MlLFpOC6WTG4f4u02oOTLHFHk+er8Hn6KB49vQ5nWtwAYTSaBmnJoPuRaVJnRekBNN4z9hUgIjEs46UwVREyusiJIgh8ZYRVIeUdqpCygIgFZAC6Fqef/AdXr79JhYRrf8KibQCVzuaxtJ1Lv5MpRDB8fnPv8arr/0E88ltlM3w7YZ24ygWexSFitIAb9HSk2dD02OISB/SD4eiVkSuvxTkhYJgETqtYYCSAkW0XJQhJF9tUoEQv4PUCqkVQkJIexwkKoVINXSySxTWR2MPwAcX3ZMIqSMffyfjbCze0vn1wdH3JnZ8Q7J3dB5nohDUhih0bPuWXhhECPS9iWYGxmKcSc5kf0sd4xDCnwohfhX4SyJ966vEiu43gH8shPjv07/9z3/TZw3d1oFTWRQFOssiQBQpTjSNdeu6RkhJNZmM4HboKg4j+77vCYmmMHBWtVS0vSFIwbZpon/jdEpRliPHdeiOQQR0zjmWyyWHh0fs7pRI6ei6G+EhIdD0HVkRf+eyqlgul4QQbtiuCc63G06ePqevPS+9dIuizOICreQY+gEkF4tBLKESyFQxFSeqtiDxVaWQGBct23xwMfUrPbDDd3AuOh1443DexUq6UGgdNyWXNiRrDdl0Fm9wKQlEwK+tRcvYiTXGsGks3cqgRE+RCWZVxbQoeHZ29kJMs06UFZ3cAfLkSV3keRRC3uhgDAmFeZ6PQr2BUy5E5J4PwswyXaubU4WhS/LDWLZ9mveugOTOERcIJ+J/wUO2bRGZROCj/3DwqJD40SJeXy3Aa4HxFkI6b0rQ9zbZ2BDDOVpLEAErJNvOslxvuSUVB0px3nj61kdhW+pIzJVmVml++ktf4vS9dzm7umTbtYgQyIDpdMre7i53794l3z9CiUhvGTrFg/AhpE5gnudMp1MO9g84OrpFXTdURcXO3Ycsu54sBJRaIEXA2RbnGkReIqTkfLXFXa04WOwy25kym+QsZhO2umO9XLFdO6aFppCaq/WKbvkMe3WKNdFFJssycnGdcijSeFcALx0f82FT88abb2LbjvPlJaZr8V0fbe+ExBqH6QzBGXZeus/K57z9+Bm1EyAte/N9sm7LJi+pqugr65whl5q9mWLdO04vLykKRbWY0TvD5flT8nXG1HuKk6c0ZOwc3mJSSSZa44PCeEuZz+nbjK7eR9ueJ+uCMwNbE5DzCccv30frH3za8Wneu5/43PHPYX0ZwXK60Qfwm15JJgOdHzpAN54JIdCIGGAD4zM+UHMGb94Xit70umAjtS0rok/27s4U23cQBPvzHYoHObuzOUe7C46OD+nbntvHh+zuzPniz77O7q1b/I//w/9Jme8w2btN0x/x5NkzvvS5KdNCcbnp2JouhlcIhxSSkClE7iimGoRns16SCUU2KXjl1YdMyhzvoDce3QeODg55/XNvAIKv/dE7WKMRnrgRy5xgc66Wllu3Kx689pC//LOvs92sCa8EHJ5m28Z+YwgMpWcEoNdCOQLEpD6RwJrHhziOj+LB6w77GGL1CUB8U4AH14XuwIkdQLIxBgkoHcfqUTh5rb0Zx99c0zKuP/cHA8ef5n2bSUVVTjm9OGE+rbh9uMO9Vw45/aBmt5xzMCsoK0Vdtzx5/DGYirtHP8FP/9Tn+e5fvUPXXdHTAh1OBbI8Fl/BWJSKe26eR+tNGQRYsCJOMKy/tsaLnvz9C51654aI7uH8p+KCaCMmgkcKxml3xMwyalVcz8fvf5tXv/zvoLkNIcf5LgE9w8XlFV3T0PUR2JYyw5oW29f4vEW6gDF1nNRKCN7Err+1GBzOXjeR6qaNAkAcioDSCpTGe01wHZnJECFOeKUSSKkRMgJeoQJSAwkwaynIZJwwq+QKQSDSlpwaJ/+xayxIxjP0PoDM6DpwLhCCGzGMNZ7e9AQh6JPGZji8h7a14DukyOh7Q9f1ESemBlTTN4DFOkNT91gTg5WM7elNQ9t9f03Sv5ErRQjhHwH/6BP//B7wCz/M50gpR6eGAdTd7BgPtmwhBOaLBV3fs1mvo9tDWQKRLzcAUS0iRzgkY/kgBCYBjODiIt227QjkvPf03jHPpqMDwrB4379//wU6x2w2YwgY6fqeeTVhu92O9Ind3ShC67qO1WrF1XKZNooSyhbjGrzP0Tp/If1tWNiEENgAvbOYvscKER0vplO8h1JrSq2xPi5JLimD+xsiOeFJ5ZlEEZWlTgS0yuOC6uN5sNaA93RNTVeWBFKVKCKhXghBpmT00FSCbuV4tFbs6J5X9itmkwlCCCaTCfv7kZ86WNJFajyU6TVFCCzX62sqQRrjDCPAoijQWlOW5WjVBzeoMGmR90RukRTXHaZBYPhZ3LvDKL93DkU0GTchxLQiD9oLLCJx3iReSoKS5MlTcWVayixHSjVSVqSQZCJj2xuqSUVbb7F1i+ksKivRZcnhfs7xpODxes3aZxRE+yUtBfOiYH8xJZiGr/zKr9BsV/z2P/u/Cdalah9sb5A7c7JbL3OxjGp05X0MbRjPZRgLlb7vef78OSrLmC926Jue28d3eOXh56i2AV9oNltLbzrycsaDvSPOTp/x4cmK27v7bLc1E6VBatbrjsuLNSqfovOS0lhOTp8z2SnZPn+H7ekjzOYKHQTTvCCoKB4JpG67c2w3G4zzXFxe8Oprr/Ldd9/l3/vKV/jTf/XHvPPWW1gZN3qhFT/9c1/m4NYxjRP41TnNZklwLdILbt19nZ984zWuPn4HdbmmtIFZPmUxK0A5lkJzcLTHxllsXzObz6A1XF0tqesWY56y3VomD3smeY6TGU55bAh4IrC53LTM94/58MP3+OpbH/Hsw8doLTiY7vD8sqG3P5wP96d175LO580u4lCsJjZaeqzUC93ggRrlccisQOoCIa81Dn3XsblJm0pUp2ENH4DFILY1xsQNGBj4QlpJurrGV3NC8AgUPni0EuzulJxf5Lz76EN+5ktforWG6XyGxlBpx/GdPW6/fBetFZttBSHn229/xO27BdN5Rtc0KLmgazVd2JLJjGAdBwd7VPOc02ePqbCsL5bMpxXL1Zrbd15GZwWTasZ8dw/vLKvzS8pZycW2RaBQIcOZwMePT/id37jkP/8vfpn7hwu+FmDdCEQxpxA2Dou1um6jEYGSTdMmrTXOxw7hsL95myzdehcF2Pm1sK6qqhecnIZ9cLi+n7y2w5o5/B2gKKLw2hPH0dYPFnt+FEVK8SIIjuvED77uflr3rXOO9fmGtz9ccrTrefL0jN/9s69ySY1wjueAIJCpLHYTbcuziz/n6+99FS9bdGEpyik+RD0C3uF6A0KwM5uxXq3j1DJAkUWhv3XRkxgYMclNaspQ/AHkRaSU3SwihmuSZVkSzV8XLc4DIqAC6K7mD3/1f+Lf/a/+O7JZbDyVZYUzBkNgtdngnKGtG24/uMc77z/jW9/9kMPDu3zu9S9SkGHwmHWNzQPeGrQEKfyYsNm2HattjXPRxSv4tOdoxXRaUM3mOBPIMhnjnL2IuhcVu8zKema6uL6uTsTGXYhTSyRjkRA5N3HS7VNxJ2XAOovtLd7H11nr8d7isVgbqZRd34/T5oFyNRQhTdNgXIOz0HV9mq4k32hrsMZiekPXdnSmj4C46+mans409Ob7xxP8WCTfqUQCv7q6YjqdjkEZRUpa67qOqqrGhWCwRRNCjN7BbduOHUThAxpQmUbmmkxnY/jEAL6H5LouWYidXV0yfaVkNo0K8eGzsixjs9mMXcqB/wpEqsVyOVZ/g8gOYtd6tVzy5OlTHjx4gNYFVVVE8Cpj0plInc4h2U+knSikqucmJ8ak5D4rBH1awGAYu0VOoJDXUaE++PFG6pNHqHUWlRhOUinyoqRtGvJyEm98EUDEsVocmXl2phOUkqxWHecby9S3PNjf4WBnMnKC+75nPp8TQqBpmnHDGzbd4drBtRl9PH1hrCbXN5IJBxA8gLKqqkYR48XZcvSpFjfoFogfrHPxaR8hRKcQLcG6eJ61FDgEopJgPCpAawWaGG5gXYeWjiZAVRY4C1oHVKbQgAwWTM3v/dGf8Ee///sI3/Daa1/kwec+x/GdOxzNcm4d7bO6ukAyZVoY8iDQaLxQ9C5wtd7yYLcidD1He0f80i/+Ml29Zb1ccnV+gdYZf+8rf5+lvs2sfoINjpzsxobK2OXL85y+bXh4/z5d13G4f8DDBw8xzrPWczKxIvSKfDGF0CFFoCwEe7dvU2/f5c7xPR5//JRid0ZvPVhDqRWTmWSzabg08BhYfZYAACAASURBVOrn7hNWj9iUllMZuOhdFC3mGbMsx3Q9050FzXaL7Q0q03hn6YLmvXfeY//gNr/+a/+E//Dv/we8cv8Bv/97v4/pWrQOXG7X9M5xcnJK9/5XuX+4w7//K1/hn/7BX5AvN/xf/8+/5M2jKUW7pZrsIJTm5GLN6ZMnPDg4Yjl/hu0yPn70Hnu3a3SVkynNS7df5uFP/BQn56dsTcd222DCJeQZeZExyTKCExQSgu3ZLDcIX7N/5zbz47vsHL2MYxr5o5/R8cnRuhBR/BLlyvH5wsux7rxZzPa9Z7tp0NogtBrtJ72P0wvloy2aFamAd26cSigV0CLGqVdFdBXKU0LmwEN0NtCnKVJRxLXTeYO3jqKaMl1IlNbcu3cPGxzIwL/181/klXtf4H/5336bIq+YHBzQGc/F5oqLy5bge6RvaE2N1wdMdIHtBMZKgg2UecF8Pue9J0/xtiaXivnOQaSkhejOIZQHkWGcoVlvkAgyJSA4jDN44VnWnv/9V/8F//C//gqznWOu2hZnwRuPloAYvM/DKGDTQSO1wPVbsB1qPqe1ljzPKXWMQm4yherMuK4ORcZNIHzz78PxIl3vumM88LvThRvpbyLpctxAfVNyxMDXOgTPD0mn+FSO9ZXjW//S8rXnVyzdO2ztBSu3Ingx1BkIEfdAZEDmDq16qmqCZBo5q8ZRiHifVdUEneecb9Ysr9bXxaK30d0p0VZCCOR5/oKGaND1eO+jvigJ6SCG2AznS4jI4XXejadsaALiXdp/4xoe5IYn3/xDnpxe8Mrd15hMpggJ1e4ubbNltbWosuDk2TmbumG1usKLR/zFX32TWV7wxsP7PHo0pZgt2NQtvXExGMw7qiqm252cnfPmqz/JwdEtFnszZrOCqpQoBSeXK/rWUYkcRJxyIC06iTa1ELgQucEDl9ol+qWUEgfkucTYkJxPYuPKGk/TdvQCem9xbR8LautToeGQMuCDHYuMtm5HHdnNQBvnHOvtKhU+NqbPWkNtWtqmpl5vEF5Q15bONHTdmrat2dQN5+fnnJ+dfd977McCGA8j9N3d3RGAZlkG3kfv3xsP+id5btPp9IX/b62NsaEIyBR11/HxW2/z8OHDsdJr2paubRFCRHs455jt7lBlOav1GkJgOp2O3eGhShmOsTOt9UghmM/nLzgzDMEiB4eH/NU3vsHu/h6H+0foTKPynEFsODxYw1hFRNLOCOKHRLy6rsl0Bqjo2gEQulGgZ40dH7iBo+1dtH7zIvr+3Tq+Rb1eJh51AKFRWYUmqTlviNoGX8E4ShXsL474i7e+wZdev0U10WP3bihUhsVkUJIOQH8A9mXiCA8cwsEsPku2eAzfI1XiQydk6GwM1nyz6Q4+WIS4rtS7rrteZH7Ex3AOwCN1ElgISSkLjDesjSe3BpsrQuKth+BBZxxlig7NR09P+eCDt/jOt77J1dlFuoyOrt6SZ4py/hIbF4ujqYQiOJ6eXiC0pHYtvg9UhSL4Ho+n0DDVGplNkHrCF7/4RX7rt/45Tx494tXXXuVnf/mX2XvpFbI7r7J694yHL92OvHtn0wLqU4EiCcGyWq24vLxks9mis5z57gEHx7eRSvLH33qPLzy8zwenV5gAB6LAtoarTYMup6hih6t+w2azZno4YT7L2V/soHW03tl/aY5frTh7/i71R2/z+Lt/zfnlOVamcysEq65FmDiFydP6YHtDsI7KB7aA0JeUB3f5k699h+Odki9/6Sf582/9Nfs7exzlJU++8x3+7TuHnPRrvv7dt/jjr3+Xq2bNBs/UOE7WHaWec7lynHQn3DuY8Pl7O7jjBaIxqNLz9/6jr/D22+9wse7ogmezfId3338P1ILP/cKM3cxQlpatc2ADKs9Ztg2b7Za2bXDW8OALP89ssYeXGau2oyrykYf3Wd2/cT1TSHGtBkfnidMaI+OHIumT3casKl9Ym8ewJecwfVSbK62jgh9BJRVlrsgrTbgxCYqfEb6H+3d+fs58PkdKyWazYrvZkOmMaV5w/OpBsnUSqKEzJQ37R4p/8B//HX7tN/8103zKYqdlvdin3aw5qbdMJ443P3+H1774BX73n/1rnPWxo4bj8vKMR4/ewwfH/v4+J8/POSgK5jqu76Zr2VxdMJ2UrC82nF5cIbN9XJAgopqf4OgN2KvA+x+ccnVVs9l42mYD1OTSE6RH+DhhGgCGDJ7OGHpjyaoZpvdY07FabscmQmegKCdMqvJ79qXhGgz/5m7slUPT5WbjARjXeAClVTyfPnJjRAhjx07xYvcTXkxL/FEeF92S//W7/xhdSjoPvY0iZiEFKn3XKD5PRUDUbdF1dYp/zphVM2b5jE29pu9a2q7DWoMWg+D8ukGFdSPIHSbNwKhtGp6H3phItf0EhQWur8tYVAz3fPr74GWthMQ4OPnqv+a1n1vwVtMx33uJg/kOAk+nMqQuKHcz5lmGWAsMhvXyiovnH1ELxf3DA47vP2B+fIzxgqYzaJ0xm03RKk3nRSCvJLNZRVHmKCVRApQITKcFrjM4b7CY6PQlhulAiDoWQwLH8XdXMgoLZSoQui6Fe9kkrksNQOsdddfGKXfTpnMnUoJtj+lbENcZE77rR3w0YKW2bTHG0PVt1CZZT28sTRdB8XZb0zQ1p88/4PTkHNM3qeiLDcVB+Pr9jh8LYJwlgFmW5WhdliuFznP6tmW6WIw3pJYyirtgPGGDG8JYPUsZAywQtJst9+/fBxjt0TQgkoDn+fPn0bs4yzhdpnhUET2S42K8YTKZXHOCbowAu64jy3NCyr3f21skOzQx8oy1ELz25hvgA9aZqNbMIu82cO0/CenhESQqBC8Ay8GDWSlBSCRz56/T9caUJBnTwHyIFjHCGpTSBOspi4yujoEKkYcUuUiTLGe92SBJ4g1S+p3SCcArpLR8+fVjskzQth1SxAUGIUdfaCEEy9VqTM27KZB0zpEnx46hE5zlOXmWIfKcPngyIanr+nu6G1prDo+PqfKcuu7x7lqoKKVkb2/vMwPGAEJJMMQ89gBGBExoyJTEOE/rBYdSUeoMoQPbtuXR4+f8we/+HnV7SeYVQWrapiUIhco0s8mM7N4+Za6ZVBllkRMkrFvD1CpErvHJ6zTXAUVOkAKJIrjAZus5yTZURcHt4yP+k//0P+MbX/0q680GozIO7r/K1VXLetuR354RrGfTrACBVnEk3JqeYDpcEGiRkedT2r4D2TOZTvDArVvHXHQtR4sZp+s6upQsJhRTMJ3nQnmuLi4JvuPxu4/J84z9/R329uI4em8y54oL3vmzPwTXs24b+mBxSdAlhWIxnbK6uAAlcMEjhSSvKqaLBdvlkrws8WoSwUi/oduuyYzhJZXT9AYjBQ/v3eWPfuvX+es//1d856PnPK0NVga2TUOpcwqnMN7QAEoJ2t7QXPXoAxGttUrFn33tW4SuwxlDbRwtkt2jfdbPPsavz6FvKPQx851Fssez5MKTKc3js0s6J3np1j6zxZyLdc3T0zXrxiLkZ1fUZWlTDykVzppYhLeFvQ4gum4Xx+l/ojt4IWJggbN465MAJ4pwhA/kUrGoJgQ99J+J4iQR/XpF8HFTvPG8px8TQbmPXqd1s6XtarwPZHmOCJrFbIZKVI1BKC1FhiR2V19/mPGLP/8qf/JnHyOl5t6DV2i2W5arS+rmgvceL3nz52b81M/8FF/7y79CekkIHVppDvb2uDDnnJ1d8NLdu5TTKZ016OARWQEotITHjz7GhgwV4rRIyAgklZIJ+Fj+xR98A+9jkEhUwidPc0ArMVIpYhEiYge9LFEH+4jk2RobJTo63+QB569B6QuCOnHtdDQQvwcNxHC9fQIFNz2Rb476h8YFzhESRU0I8YK//Wd9TGaa3bsFlxcdrvUoJEpqhAjj9MU7j0j3o8o0s6qgLHN602JMS70NbFctzkfhc2ppjHjCez86pwghooVdska11l67IAlwzmOGfdwHnDGI0Z3i+nzdLGSCuF7LEMmjmmjzBhnGG9775h9R3rrP8uoh2907VPM5MnhEUJT5DkFbVCapJlO6tkH6ji+88TI/9+U3ePUnHjLZOSAECUhQAqHiNChee4nI4vszIUfdhvM2gsLco1CYukudXEAErA94oeltD0QBvPAxeTWWeAJlok2aMYauM6MrkzEWYy1NU5NlOXXT4IyNTkZS4r2h62p8iHQKZzpMbzC9wScRXtdZbN9Sb7e0jWG9XVI3ay7OT7m6OKPZbnDBRb6ycRhnBwuV4XL9QDOOHwtgjBCUZclqtaIoS3Sm6Y0leEnbC1ZPt1QLxUxnMT0spLSrohgXhoHucJOva9IY+DpF5QYRPLkllMSF1Scv47ZtUcnwegiTGBwThm7o4KLQdT1S5AgRP9M6l7xlxVjh53nGdDajXm+i2K8oxt9pfOiAtmliZ8Zaemtip/eGqCKkcZYUg9ukSErXENO+hp+ZCoRhdKmUiN0QEV0nirLEh0hs90kIIIOjKjQyxIe2KDKqsqQsi/Fn1/WGg9356B3tradPGeSkjpLWmiIlBQ6dpaFoGTqr3vtoqUUyo2cQpUXeUTVwlH0MNBlAv1YquotE5/JEnYlxpdPp9IeKhP60D+eilZpLfDwpJdNMkxWaSgXqtuX58wveffc9zs/OcM7TGMd6dYXB0oWc+c6Cvf3bFGVOWeXMpwXzqmIynVIk8d7p2Rl9v6U1W6bFLi2BssiR3kXOufBIKSg0zHQUVcpMIYXnp774k3z3rbdonCCb7nOxcVwtG/IMPvz4Q77xV3/JbKKZT2ccHhxxcHDI82dnWAHzWU69bfF4dKapJiVZqWlMYFLN6F2Dt45buxPKLFJbmt6T70/ofYsxnncvTzjaP6Zpe67OV9TbDpVp+vMPOfvo6zSbi3TvWrRU6Kg+wnpH07aQR2AQXVgCWMtmu8WGQFnOybMS5zxHt47wpuXq9ARb5iwyTd22PPv4KXnt2LQBspL5rILLK1AaG6K4xUnDPC/xzrNsLFe9RwhH09ZcPTll03sOFwsQgq53CKW5Nd/jaGeP9x49Zi0m3HvYsnd0G5GXtL2htZaziyu8C0znC1qvcNsO46CczFhuX+zs/SgPHwLL1ACQaEg8QDmId4eEyWEal6gQwTlIY1PvLb1pKYqcsohTMAR4KWNIhA44OSRVDp6vEXAoqUYG1DhNEiLh8BAFP0iCA2fjeHzosgmpcCEJ+4wZQ5HatkPI6KgxLyWNMezuTSlFCosylnq55PnlBe++9ZSdgxmvff4By4s1vWlZn5yzWp2yXi2pV2uUjB7re0cHTHb3yESga1esnGcyK9ic2ShWtgbnA9pK8kwQVPR1vro0EQDnAA6lJXle0NuADwIxUMF8HNkXeYHSCoEfeapCCkQApTKMi3vEUKzcDC9g6EAmcBynimGkRQyc4cHxZ1ijx8TVECeWSimEtUjEjc7mi/fOZzfjAISg3ThKXxJCj/F2dDwY9nkhBCIl1HkfxfW96RjsvmRybY6CxgSMxXVAikj3GKmYCCNdT7zwmsE7dwDPI0AOw8/gmqwfwvisDxavL3D8hcAHomOUkJi+JZx+AJsVarvE3noTVZQx+GY2pWtWdNbgEWTFlExJgshY7M+4/dI++Wyenhkd6SDp9A3WZwgVjegso9OITzoXIaIQTushYDk6K4Wkl1FCRSH9CwVTeEGLEGmuEt/7ZJcWMVTX9fTGsq0bXEpYhIC1PW1bY5zF2R7TN/RdHxtpXUfXddRtzWZ1xfOnH1OvNlhvsK6naxpc10dwT/ie+1P8kHfsjwcwTtwd5xySgDGWTWvo24ANEt8FivkELTUu2LHLqrUexQEDmX1Uh3qPScDthZFT6noEomiqqiqAUQA2fO4AorMso2maZHUmRgeLtuvwLkRFueyTT7Cn7xu00mOk8mZbo8pipAZkWTZ6ro6caBHJ/S4t8r2xo0BwfEh9QKVx47DIDb+3TTSM3vQgJTp91sBDds7RpVF0NP2WKQp14EtL8kxj+yiCKcucyaSKfOwbnfIsz8h0NlIhQvLTzbKMPiXP5UWRONTpP5GsmYZxXZoEmPQ7xo3SIdImlw1hB+l6usRVzrVGhEChVFpnIs2kTZSYH9LH+NM7RDSBDxLIdCxUuo6zs0tWV1ecL7f0bU19teajZ8+5WtcgNWU1YbJzwGwxRZUVi/mCyXxKWRYIoO0Ns3mG8pLW9phNjWsNRabRwaEVcTwkJc5LPJ5cgCKmGm6DZB4ytnXHudqwmE25+/LLTLY9090jegvOO4wPnG9avv21r1IVAiUL5ju3uHPvNSSK2U5B21mkEFSTeA8XRYVzkm0f6IJkWpVst3X83TJF11pc22ClZ1YpJvtz6stbSJmjM0nbG8CjhaPfntDXa5wzNE2TAEAUWmVZBl2H67txSuR9tLkKISR/64y82MNSMlmUURjVr9luljjf8ws//zNctI5cBK4unrJuOzatZWM9vRf4OB6JKYK5RAlFSCKO1lienF4wzRSVzCETCJUBkkmZU1YVGQLygmbzmPXZx4hXXiFXHikdXnhkobmzv2DuoHXQGkPdeVqfQTbF0fzQwtFP64jn0KOUQGCJpsZRqxDS+jk8h3GEmpxviDZMSsbpghCeoshjulYKUwqx/YUT/kbDRiR8ELn44UZS3s1OZBz7x2nBEA6Q+gAQ4npibAxJkYMNZwhpTYr6iYBgZ6JRyiJlip4tA1mWo2TB3v4rfPBoyd6mZ2e3YPdIc3n+nPW6RjrL/s6cMlN4b9Aqh5BEhFLgTM/F5RVtm6ZxYRCxxeAQJ9JUUwi8CxgfAw+C78m0ZFKUdP0WwbCW+WukmbDtsF8NIE+JSHWIOSRDGmv0Hh4mpQyUnEDsliZ4PFLcEhAegPF4rtOfgmi1qbUms3akHsbTfqOzH2CAWZ8FQPbOYzpQQ0CED/FZGwqAEMY/Y2Ml0KauuRQChyYTgtm0om2bmFo6fL9kvymlZIgpJ1Eqxu8qrptfY7EXPELI5Fscj8HtmPT8xD8SDUVcF4rxI4dPv3ZfEELg2hpvbeSjq4zy4AGT2SH7B3ssT3tM6TDeU5CjQ4aj4Dtvf8Abn/scujJInSFEQKkBI/n43Ikh1dZgnMcai/OR52utB+FSN33wMg+j/skGi70xrYabFnDXUwxjDAQxUiAGzVTbxnCbuq6xg3DOW4zp6EyLNx1dt+Hq4pzL83Oaeovro01uZzq6Zsvy6py2jnt/dPsIaV1KyYzDOfz/eY/9eABjGLmqxnR0TU/bOoyNIoeiUGRKRWAoFc666ArRdXHU72OQQJc4skLKSMi+wam6eRER8QQOFfMgFBvcMYBxQYAYjqFSFGbbNECICXmZIJMaVCDPY5e0rxtEcQ3Umr5nXhTXoFhep7YZY0YPT5c4wdbGcUPXxxuoT6I0nyp6GSIPb1Rq+jgusD5a3iFljHYmPphSRk/A1XrDdrvFGMNiETPRCQHT9Qgtk4+gQyuZqsJY3cqkth0W0kBA59no3xtCPBeDECFXarSBGxbW8f2Jf6TDtctHBL9uvAfssIDJ6H/q07W6Ofrz6boqpdhut9HC7zPgug1H1/Ysl0uMsdiuZ3m15NGTpzz/6ClPNxsyAVUmycoJO0dH6KJiMpmymEw5PtglW2QoNFmeoaSgrjvOrlrKUmPqmqu2xZydR1eJrIhjayEoMomzyZvaR0/MaKOp8DKntZ7aGIxdURQ5r7/xBs+uGjYuw+qY8tUvPZoJwSvOT8/YbCwy3/LsSnNwsM9+XZCXU+7c2mGGpO08telBBrYW6hCYZzFQpusddW9wxuFtYHlxznw+Q4ue116/x+nzU6azDKEk3lqUadl0PR7JdD6Pi7O1o3eqLnJs31PlBc0QBR1IAiGBynJm8z1ktgtkTHYOcEIRQkuRlajC8NoXfoLdp2dMlePx6oTLzZbnlxs2xqSESE+ZZQQpECisC2TBkQtJLgPLyyWH92/j5gtEHdj20cd0b2fBvQd38dZxenHFrJAstGGaQ6YdKgvkWYERCqoC2Vu6izXBW4zPaJ2kcwKpBfL73l1/i0cginEdMQ0uXIMdGUIS/EYRU/QsFUip0EqRp/VNSkkeslGw5VPZLlwMhnA3Mf+NqdbNQIoXumZcg7QQ4p9epLTHMAA06K2NtLgbdCuR3isjF4OqEsyKxJtXOZ6AyjN2j4/Z29vn4/Mztu9f4h/k7O/vUFY5ZZ4j+xKtM8rplO2mZn/vgD5Ea04tA6EznD+/4OLCMJkdR89ZMURqxw5bLA5EnIBoILl17OxU7C52uFyuUxfPURRZtBgN0Yc8ePdi5xJikIKMANmH+LOuXQ1EambG0f1NL/KhGPHexz3vxlp6LcSL3FbBdaiS1TqCjAQKX/jEEJAhkmM+i2XXmthN70ZxHCNlIe5JHqkznB+8l2Ho9KpM4R2Uk4Ki0HT9EFKT7jXnxg67iB8Yu+5cA20p5NjYirg5jBPiEeyKIcjpGuiOfKJEc9RSfS8XOYXlhOH1QYCz+O0pVjhCXjC9c4u9+RzXbtBSkxca22UIG+hd4M+/8RbHt1/i1c+/xnQ+I89i6mKeJbs+BEhP37f0tqO3NvkC+4QX/DWdKfgRGHsfMNZhnCDYkKbS8ft558b33UxtdHboFqegpt5Q1zXee9qmoWtbnLM0zZbtdk3XbgmmoamvODs94fzkhGZbJ45w8lZP50gQcwHicFGMDcNP45b8sQDGQ/XlnKPpLZ0NZEoxn+UoJBmColA4GZLdR1yAmralqEq8dSP4HQDp0KEdbtrBTWIY9w+VzQAwB1XpwCUeaRPWjtGmddvijKEqCmSW4a2DIFG6QusIwNu2HekP1lomk+jeMAjJBlJ527YjoJvP59HNwUf/W2ejsftgAVMUBW3wSO8oHITuGlg775JxdfzM2AEfuGNx/Ki1YLVec3Z6CkBVlixmM3KluWw7QoC669EqA6lp2x5rHXkW/R2ttcxmM2zqIgznd1i8jTFUkwn1dhvBdjrXwzlumobpdAqDkFFEi7fh4Rk6+wJGa77B61gRF+I2FUHDYj6EfZRlSdu2nKbv9qM+nLF8/Zvf5uvf+jbnp5fU2xpve2ZVgVYFe/v7TBcLprMJRTVhNp0ynZTosmCnKMiUwGnJZt3Tbg0uOJq+I5iezdrTEzAW1t7TNDX9lSBbLJjsemaTkrrvKXKJ8wFDjIde5AXHexXvP3mG0jnORxrE3u4OVy2cXjZYL1BZxaRs6AMcPPwyJ4/fZZq3TOaHTPaPeHx2wTsfOV555RaTaYZrPOeNZe0yytmM6QSq6ZTaeqwQbLuepm6ZVCU7R/v4C8etnTnvfvA+r7x8n1ztRmsgD66p6VeXXNRbHn3wLj/zMz/NxeQ5H3/8MW27QkmFdGCM5ejWEZvTk9SpuRaw5HnJ3uEDLs2UvdkcrUtW6zV+syE4qHZ2eefpGV/5yTf4+h/9NtPZAQ2n1MnvMpgYQ229Y1pVNG1N31lmVaSx7C1KjmYZHvj47JTtNmPtHY0JvDnZ45fuv4ZvW55efptpOUc5ePbRYz6+WlEdHPPSS/fom573nj7DScn5sqNVFSJX2GDojKOQvNBl+lEeA41peAaHSZySycA/rbN5llGWOUpfR0S/QHlAJjA6zOK+33e6Fm99spi9GfIRGwEWZIYZlOchpZ/KmND2wqcmMOGTs4LtDVthOZoLPr6ydCp2m6bzkpfuHLOtW47Y5+q0Z7upmVY5WmUU+Yx1v+L9jx9xeHAAQFEWrJZXeGdxrcI0W87Pz7GmwFsQeeogeggh+pgbFwN1IO4rvrdcnnfsHeywt7fDR0+eElQEsnu7c87PL7AM3USJFPk4LRNSokVMFwtE+huRVh3XQS0IiRoxWD4OY/sQoOkc2eBhHE9WxFypwTD02MIAMG40IIRSUcwub1x7UrhL+LRgyA93OBOwXdTjyNSZj/v8NR9b55pg0h4iEtAVgbLKUMZwdDzj8uQS6wxIMRbb3rrx3hLDdCOlDg6TKh+iqEwIQXDXTbWEvxFJbPbC+D7Ee2N4LByRY0+4dglBxEJSCXmDouCRPiB7i1g+oQ6B5s4tts2CvJpQ6gw/nWC7nu16zbOnJyAV/8ev/ya/tPwFjvfnFHnEPGVyfcmygsX+Lm3f0bUdQgQyrWIynhSj3VqkVVhciBxfYyxd7/BopI9U1aib92NRGgFq3PMHbDU6ayULtbZtaZoG2/U0XU3Xbrm8OOPs5DnLyzP6rsb0Nc52RJuByO0ei59UeHJ9OuNaBp9ak+HHAhgDbLfbCHSykox4UxbTjEAg1xm9aaJSPZ2JQdwVIArZvCdPHVnroor0pmvEAHpHmkS4jrwty3Lk9A5HCIFtvaXebJmUJX3XEaTkYHeXvChSAo6jaRuM6VGqvAZ4N4DbsFhNp9NxA1qv15ydnbHdbpnNZiwWi/H30TpH645hdDkAbIwhGIP1HpusS6L6O72m7uMYTMgxEEXLFAHpPWfn5/gQmM9msXIWGpUJrHVIaeh7i5GgbcAKG8eiUuNVHGkPDhk6BXYIEcM3BreILH3f4VwLIcZc8qqqoqhhGAsO3aUbIFkpxdXVFUVRRG601jH+m2uuo03WRYJrq5thk77Z4f9RHs+ePed3/ulv4ouMqio5uHVIVu1wfHjAbF6wv7sLumSx0Ey0pMwyJJLluuNqtebx01MOb99isTul0hBEzmRnzt6ip7EB329pjGCtJLataTFsN3O2m32snCN0xtp6cq2YZpYmSE6bjs16w63bh5ycXFAuFpRZRjEpeHSy4vJqiw2GWTFhZ2/BR6szdg7usLP/EvW2Y9vG0d3+0ZRGNDjjefub72CUYHZ0m8VeiXRr+n5GU58iVUY5y1DBMytyQvBsNlt2D4/49tvvUVUF1gUW04rNtqFrl2yuHvOdv/wWD169x61bt7DWst1uCVKST6cEa1ktryBTPH72DJUXiOv2CEbg6QAAIABJREFUANEUv8SpXYIq2X3wMpnb8OTttzD1lt3Fgr29CV3dcPboQx6+csg/+Y3f5snFCbUxaKHIszxuRn0EqTrXZJMMOZnQZxXrTrOY7fD08RPWbaCag/Y5Rzgqf8U7777N/Xuv8Hd+9mf5jd/6Dewrt+DqnEU1ZTGZMJ1OmZaSl9qe73z0ISYU1JuadVtz2QdqJ7hdVIl38KM/vI9CO7h2oYHAbDYnH90Oopb7WpV+c/wewVQE1NeJa99PoDUUwzrLEoc2/vvN9woh6E3PxWrDzs4BMqTQ+huq/k9SL4wxGGtiF1xGU0qZ93z5S/d48qfv4hAcHO5QaIXrDXJa0TWGsqwg1En/AOWs5KV7d8hnBaYzFGWc9hVNQ5nn2Kbm9NkzNut1bOZMoqOO8xItNQERPYcJqCyCrRACqI7331myWfcc3A5UecHe4QFPnz3j5Omz6GKki9RljBSyISp8FMTB2PF1N/YqdfN8DIJnIcmAddfjy+yF19zc+4ZrGEK0zht/XjrPw3UZu3HXb/g+d9bf7hFjhyPdZpZHR4S4Hwa2JhYLTd2QF8n9SUqcsRFDBNjZ3eX58zNCmxo82fUkIwRFlwqSoEhFQwTheeque3/tMHFT23OTYvHJ+zn95hFoJ0R3szAcOs7xZakwSRojIHqie4VcPeGdP/3n5AF2H36evNDUqzWd98ii4Ohwl8XhLk3X8o2vfZfv/MXvUG8+ImAJZOA1ZTblv/xv/lsODg64c+cuO7t7VFWBUh7vo63gMK02tsNjccbRd46+F3gUUvRIVSIoYoKjGJp1fRTKOYtLIrxhut80DdtNzWaz5fzihK7boEWOUDlCT9k/usdkvsd6+5ywdZw//wDnzIuWgnxvQT382w8zNf6bXvtjAYytc8xms2j0Lhx5KdE6I8t05PcKyHSOt+6FBXEAn9ZFRaTSOlbyzjGZTCjyPPoXlyWFVteLchLp3SS/yxAoi4JVvR3pC1mWsbO7y9OnT5lOp0zKkiBEtHZJvDZnfaKAmBcCOwQQEsAbhWYhjH7LzjnW6/VIryjLCKy99CCiYODaNkuQKRUXWxE5VjZ1eLz3uL5HhMC0KJmUJdNJRZ7FYqHrO2RS83sBddOQ5zl5oZlUBfP5lLqpmZQFzbZDBIvIMkJw6aZk5F4PPPDlckmeBIpD2uByuWQymYzn9qatyu7ubuyIa43OI4UjeI8Xkchv+n7McN9ut6PwceAyu3TNrPfY1JEfRjMQF7fDw8Mf6T07HFlesP/G59H7O7y0N+fWYsasmlLlGXePdhFSUjvB46dnPD65wHiLKApCppnmGa8/uAdFFoNBcoXwAWksEstMeC7znKA6piKnERmudzTrDcv1/0vdmz1Jlt33fZ+z3C23yqylq9eZnp7pmQEIiARAiKRAypSDYoiEHXTIYTpEO2w9yS8Ov1p/gUOPVliWTD1YtMIPkh1ySKJpRciUBa4mAGIIEussPdMzvdVeWbnc9Sx+OPfeyu4ZcgYUiKFPR0dlZWXmvXnuuef8zu/3XVbsb0+onSVzBi9DeX46HDIbSB4eH/PuwQVbaXBxurjIiWLFeDTgueszjhcFg0xRVRavDaZsWJVBKsjKkPGq6pLm/JgH99/k1U++xLUb14i3BtQ45qVhqGqmwxHz2nJ6tGQrTpgv15TrgkRIKhd87gdlg1ZzGtEQO8P66Ign99/D0vC13/8qAIuzM6qmJkkTohY/bryHqkII0CJkqobDEVE2xKdj/GifMku4uruFVDWz7RnX9n+K08cPeXTvdR6/d8Snr3yG73zj/+Vn/uP/nAf/22+xLAJ+2RLKgpGMURnsjVIWixx/UeKNw2cpK2957buv84VPv8x7D77DxVqwbAoiCUdLx+PFmzx8suTnf+wWD0/OOMgrfvFvfIGd3RsoERFXNWeF4be+/h2+8OOf597RKc2yZGkNW2nCne0Zk9Y+9eNoQsDObHSZIWwrOrH24J82HelKu8+uJx3PwH/E4L7LBneeb0qG3zt5pwDB0giZMBtHvRVxJ7HkuZxLuznGe99yQHwLews8jkmcIuOEH3r+CgfHIQuntSZLhxjTcHhwQlUU3Lq9g7MVzjYtBrJmZ+cK3sHF4oyT+Tn5akU6nWK9IzcNMo5pnCbSCU5LJEHaUIig59wlRKzzVLZBJwOkgMOTOXnl2Nsf8fjhQ1CC7emEWEqiLCJqExJN7Tifr6hcDqJ1DWuhdKKVEvPQZ4J7Unkf/DpqD3Gsw3t8C21pi82bKExPILN3BLPefa9tnVJRHwz38IGPdMn/DJoH2QS3WaVJI00UKWrTwFlO5cCboCNsqgq0Do5tUlLmNbGwXNm/jtSWsihZXuSs1yXeBpc/CBtF6cLGxjhL4ywqjohEqyaxoQqyqYYF9LbRevNmESFjHTZuIjjStVBBvxGHOB+4RLoluXfGONDdnwq1POK1X/9H3Lj2ItMf+avMrt1hZ7pP6g1lcc7qYsXueIvlSc3dH/pp3nvjq5wfv4PUFi8aanPGr/z9/44kjvilv/lfcfPOS+hkgEDSmAJvTHvDK4xxSBU2xyEJmaKkRslB+3yFdc1lZrhugkOecBhTcHF+znq55uDkhMPTU/K8ItYThPGgFUdnj7l2ZY8b164xHo1Z5TVvva1469G32Nm/xcmT+3TiBt3Y7jYLf1zlabP9aSGWfz4C46bh4OCA2WzGfL5AKcVwOOSNN97glVdeATqGI5eudBDYyG3ZXgpB0pp+dHbHtHrBSZTgfciOjEYjvL9UUejen2qNbH3pm5Zk0lhLuVqTpmnACHfqEFIinKNpYQ7deXV44Vhr4hZzW7cwhOVyiRQBo1wURVtWcDx+dMjNmzeBlnRUlb0OcB0F7BneU80XqJ0p2OBgE8h5VUuIsb3hScDeauJYE8UShAURhZJaXhBtTThZXJBXJXuzKbPxAGcijAOZaNJUk6/XSCVI0xGRetqtSghBkiS9wkSf3W0hKN1C1WlT99ejhaZUVRX84VuIxWK5DExoKdnZ2aGqqo3de8hqxEnSW3gXRUFZlr1SyCZu++Nok+mEL/7M5xmmQ6I0xXtPUZYcr3O+ev+AaZICntwYssmEVIQFLVYabwyDQYqRAlzAnTXeYxAoG1N6i1mvWXqHTWPiQYorc1arnNVqwTV7k8wViHhEjWN7mNLUDaerEqRiICoap3h0VnBjljKIMzInGY08NQnOWUZDyY39GRcHpzhrWdaWorLkq4L5O/exzRnbeztEuzMmOzvsTLdYlhXvHZ2yuFizXuY8Pl9wa3ub1779LZSMuXn1Ktev7RKlEecHRxwfHfFYwpVJyuLskPX8mMbVHDx8wMuvfoKDgwMEYeM1PzvDO08cRTQebJKgRLAFHQ6HXH/+Oe7cfZWbdz7J3s27rMoaW5bUNufi4pQXnrtB9upzxP/+j/GJG/vsDWFQ/VXuH5zwN/7a5/nOu7c4PDkLqgN5iXOeF9OMuskRu0O8dly/eoVPvPwSn/z0qzz/iU/zv/7d/5HcexrvuKhzxpMpe1tTBqri2/e+yV//4r/Hq6+8zMPjQ37zS7/Ocy+9yvUXP8FEKjwa4Q1f/eZ9DhdrKgtneU2F5PF8iWksdeM+ZJT92bRNJZcu09VVZTZRpX/crfVsBvLZe3CT2LXZdCtdVpR1r1wjRAQqKHRYJ1BtYL75mc/yMjY15rUSZGlMHGtAoGQEWJyzvPj8FufzExbrCqUlSksevPeI5+9c5cbzWxhzwnK1pmmri2mScDG/oKoqxpMh8/mcwXDI+fk56+UFWmnQlvOTJdOJRbb3L1xuLiDINgockZZY4UJG1kQUAootwec++wmcXfLKS3fZmc6QKsLZEHxEOuG//we/TBUPiXxNkLTqCF8erds5rzv0ht1zdx2zOMHiqUyQ3usy774N3JwP8nKRCApNRsnAA2kTEd33kVIG+bbLK9tvkD4OjDFCkA0SJoOQDVaAxpDFgvGVIYdnFRfC4RvD2lQIIYl0RBSp1m9AcPjkCO8dTR2kIcOXc8+MWUHTWKwD5wR50TDKMqSW2FYJCi6rl9ZatA9yht0at5nJ7O8XAEHrhur7PvQtHrlqk25dZbsbT93YUkoRC8XJ4/fYuXOf0c19BsMZ1qQURcFzd/Y4OThk7/qAt+4d42KFSiXWrAPu3YDzCt+s+ZVf/vtcu3mLz/zoX+LTP/J5nJBk0ZDBKCWKJEQBJ++cxVnfqoI1mLoMY8+F7HCvHtEYqCxFMWe5POFb3/4u7739Fnm+ZGv7Cnde+Ryj7V2i2LA2gr3rM+5961u4esHNG7dYNwnZeJubN5/j7PBN0jShLN7vJdHFOh/Wns7Yf/T25yMwdo4oCmoE4/Gohzzs7++zXC5J0zQ42bVi5KazEJUSW9fM1yu2plOkaXps8SDLGKRpu9O1ICWDwYDT01Okh9FoiI0ifIuPBaisoalqZIvdWq3XTMcThPcteD0KVsotRKAn71kbNGSFCM53UlIZA0IQxTFlHchZaZKQFwV5ntPUNUoLjAm79S6I9AZwLZauzTw453hw/JgrIugYr6qcpq4QxrDKgzzRlRs3GHYbgSQiiiPiKCZJYhyOfDUnrxqkFhwfnTDJBqQqSNbEOuCQRzJmnee4Vj2oKCsaZRkPVTvoA4QjThKyNhAvypLJZMJ0Muk1iJsW1tBtGqQKkA7fKW90ihRCMG5hJJ3ZSZcJoV1ojbXU6zVZmmLazHLRZr072Eq3YH4cLY4ipqMJ80XJ6mwdtKOFAOHYjmLWzjJJNBEaby2SQJxRHnySUBlHjSMWMmhrW4F1NVZYIqeopMc7gbICSUTlJOvKUZQW5SxSxOTWcGU6oKgsq6JGCsc0VVDH7FyZMY4TpG9wNogtxzqI3jtrSJKIG3tj7uyMuPfOBce6INIVrjGMd/fIc9h9/ga7165BGnGSrxBScuPGPvNlycX8nPFwxHiUcevGPst1zUVZsLj/gOLihFdefY47r9zC2ZxJpiFXrETAPw4n00B2Itxv169fJ4kijo9PKOqKJEspipzRcEw6HFJXDYWLeG8OT95ekBx9l73tIVGakZ+vGI0G1EIzPzwlPz3Ez8/YZ80b3/4mv/bbX+ZwuaYuShovsF4G96tEcnC2wEjB7mQL7wX3izMert/i8DRH/+vf4vDoAGMgGkn24hGfvHubK7Mxq/kxf+Unv8Df+5V/xCDZIp1mXNvZZhYPMKuSCznnxiuv8uOf/ywHpSU9eMK8LNkfBMjTwtV898mauv54xi68v/zYbXgviV8S4S+lnroHHlo8ayCMBSnhDYxsK/8GIKUK93HT0NiOmAtJFF3iMdpSdPfYtXNrVVW9C1Y4H4/EESnJMl+xt7fXQup8r0zkXHDB804Ajuk45ic+f5cvf+1dnhwdc+PWNV556UUqF6Bp794/4OL8CJUk6DjFeKgbR5xmmKahWF2QiaAtPhoOqZZLHt5/h1grPAXeDkJGlwAR00qHtUqA1ODLAm+DoYkVUDSwuNCk2TZf/NmfYXuyhWwhKefzeTh2NiKNE1ynjsAlIdELcNL1Fs2yDZ4kopXUM0Fj2l8ivZ0NygsW+sx7UPoJFtDae2KlgkKBc0TtxkN1kLcN+KEQgbvSXpTv/7D8kOacY5yN0bJplUICdMbWgVA7GEKRG4qm7knzFosWqoVy5ZeBv73MfHfr+aWBTXBppA1YGyR1Y9DaIbQMovVCYNr7RQqBN5fOdqIfj+6p++ypfuyBsqEiFrg1rSyiDJKboq7RMsgNdljvGIHXjjdf+xqT7ZvsXnuehoSpmWJMkJ989/V3qZuc8XiGL7dZnK2ADh7SgAzawUcH9/h/fv0hX/rS/4mUET/1k3+FL/7CX8dYw8V8QVHVGHuZnRUC8IFQZ42lqSuauqauA1xiMV/w+7/3m6wXZ0FLuCnxvmFx/oRvfu1LRMMJN249x3T3JsvFGbNRxGp+yP1izt6tu5hyTRSVCB8Ies/2379L+6if8uciMI6jiDTLeiOLLtiJ47jPPGZJguokufoJWICU7E6nNIA1ti/ldyS8bmB2YvDj8RjVynq4NstsW1JZpw9pmwbvLFvjMUmSIHyn5Ofx1gQohQ9luTzPQzDsINURSNnbmEKLf/aexWKBH4/J85zVcs3Z+Zyz01P8Bvjee3o8b4fTda3GX17kHB0cIqVgWZcYWxH5QEIQOpTGOkJc0KK8xPo66zg7X1A2lrpuuDhfQBN0YJPhCLwNItw2OMwNskGPI3bO9YTCPmvfwlc6TFRVVQzaQNkTDFs6mAfAYrHoM9qCUNLSG6oUndZxnuchAyxEa9ACvpV5cdbi2u8n2wyz956qqsJYkB9PPbpuDO+dXGANSAReSIyANEqx3hNZQ9GSNIO0DC1b3WOFR3uCXqYOrHA6KSsZCEROAF4QRTEyTnFFQVUVLOfH4BoKp0kTzzKvqZuAd5wkEXvbAx4dXZBYKPKKRbFmKMNGLZXBhrMuDSZf89yNfbYSwWK7pKks3gj8VnATu3JzwN6NK3ip8EQo5THesS5y5mcn7G5PMSJiaUqm2xOStKbxoOKY6dYAITUqTUiEhGbNZDhk99VXqc0dvvaVr5JXFUVd473nk889h44C2aooAnNZRTFbsxkiGrF9dYvp9RfQowlOCQaDmLKo2NueoNQIVRWcHh/hywWjWKBNxW//5r9maSRvPXzMqvb8Rz//1zg5PeH3fv81rAMfxUEHFEWNIIkjIgnLxZLX3rxHWVQMlCMZznh0PqcwDWv7DuPRCOct7y6/gaslZ+UKO4fCVgyrY67alFf2blFVDpFkTKTjO/MylP+NoLKh4uUb0xo/fHxtM0vW3V9P8y26n/4SZxreEeYt87QtMQR1lLVpWqky3RfvlVA9WeqpDxeXrPKu8tRVobpzCZJjMBwkJEmMEJOQreVSNSBk1fxT5+ORjDPL7VtD6rpifnzK1vMZQxdMTcp8xfn8gvFsitQx1jlGozF5saITec1XKwZqQpxEKK2DbKVsFYLqmkgmG6V0F0wPXLDEjgibgz4AEpIit3z1q/f4yz/+QwwSgyKok2gV0zQ18/OL1tVVIVW37oGzYG2AKPXXpP3eTRWqi6pV6OiC4vdV1MSloURHuuvmVLTGtRKnz5asO3JmB5956vr9IJuHfFWyNY6QkYQOB601UayIqwblg3GHQGGdDwGmCDbaAoUxT2vdio0x+fTY78r4Yd4unWXUJhasdQgnkErjlKCyhiiOwNo+mBb95/j3HQdope/oCf7B8CYoMDTtciC8oDE2HDsNHCznBV4IRHHB/T/6HZxwXH3pc1TGUpuave1d9EuW4/NHrDONLxdcnD5GSoeXBqxor7vAGGiWJd6F7Prv/+6/5cHbb2K8p2lqrIc4HbC9s8u1G9cZDYesyzWPHjxgNZ+TL3NMUwWinmswpeXs7BjTNK2CoEegcAYqs8I0NY/rnLOH71HXFUmsaeoSayzHp2dUtcPYHFPZp7wePohf8L22/18FxkopkijC2Msy0CUsoBXrbol2ytPr3+ooQiLQOuJifk4UxSRaBzMI76nqOuj5+sBY9TbIuikpe/aubTMZutUWruoaby2J1iRKX5INCAx5Zwx102DbwLiTJbMmCL1jLdIHIkNnP+ic4+jwmGLd4GhYLBc8fPSQ9959l9l01pcGvScEtG32GSFQSlKWNdYKLhZzpNKsmwLjDMqHRWk6naDYkOBp/wHBrcd6nrz9mDrTDBNNuVoRS0ddFWhJECW3AW+l2v4T0EvIRepSYk5ISeNCmcq7YCDS2Wx3uqIdxti0JTyzEdx2skqbki7GNnR6j92C1rF8QyAZgmnjHM16HcZHFKFbop9r4RwfRzPOcbEu0Coi0ipMbg7KxqEiEeZIfDBa8e1YlkFn2wpIVYTHYL1HOVDeB9wlEodBqQSdWpxXiCRInfna4eqGxXKJGs/Q3tMUDc47BlIwjDS6JXqcrvIwcSNDP3pPGklmk5gjUyGtpChKYqmZjCOWi4jlqkELGI0G7N9IcVnc6sR6dKxRwuJN0JBcLFekwzHrqibOMtJBSioCk1/pLdbzE6qmYWtrTJxI9CAjiRSNbXjxpZd49O67vPzyK9RNw+7+Pkk2IBsMKcuCwWDAwfEJ23vXWdqE2c4+6XQbqxUeRxZFlHnJcn7C7pVtrGyo1wukM0QYLg4ecDK/4KKJGI3G3L3xAteuX0dLxydffJ54OOGtN79LiUMLhfGW1Euk0iEjJEHECQfzJWNRc76usVKwOlsiLtZEUvDoaM7d67sME02ajvBRhkgzktGQwSAjlQI9GSJXJdMs5Wi5pkBgpEDFKlSkPkZL6M3WLTxdCfeyhcDAtVld2SW5RGdjG6Hahc/6kN2xnSFAO1+rbl4KAq5PtU4FCLpAz+Fd02rWB41kpXT7mm7eDZCuTQjHJhHqKWiHEUhVcWUasdqLeefBBfPFnL3hkGyg2J2NOD+L8I0D69BCUjVlcDZVnrqokIliGmvSNMbWJePJiHWR44RG+lZLVXQmEOBdK8NnBELGYacbUoQ4oDaWR48W/Oq//Apf/A//IluDDKUktbGUxrJcl+hIExOhRdCe9c7jVVdSv0wsBCJ0hYwjOuGDsPYEoleQgHN9Ja7trPBDhvO8JNuJNqmi+qym92w89v2k/HHB1wCWecFwqIhkWIPxvp2jLF4Ga2OglXMTfSLFOUeSpkHTv4WldGtllwiCcA8EL4CQmCLk4JAq2E3HSiEiTVWaXs7OA7UP/CDRVT65TNpsQn+eCpDbTUor7RA0/dudTUvVC3AZ5yirGi/DZkkKgVSO/OQBD76pKEvP9bt/gShNGccx2U2J1DVzIcjnY7JsSFMtaCy9qUZ7AvQSD95xdHDA8eFRiw7ybeU74Wgy4fDhdlCCqivOTk+o1jl1WYcqjQja2h2ZWIrLcdMdRgiBsJZyuaBaXQCCpk2MGWvI83UI+rEIoS9Jpxub9u+lOrxJXP1e2p+LwFiKIEQTaU3Tkqo6Yl2HZ+2Ibb4lC3h8qzkogqaldXjlwk3e4oPNxuRYm4YIEbDHnS2i9zQuGGTUVYVoCWCR1n2meLNZG1iWsg0cpVKoNgh0zuFwRFYQtZjbqg14q7ri+PiUh+8dkWSCi+UFDx895Oz8nOls+lRgLOSleH4fdFsLTlPVa7S2OGdCP8gIHxkG4xFKq8vJTog2uxBuUGc85bqilA2JiEljxSALUIRYCWqnyMucxloGadJ/lvddUHcZ7CodYZ2nbkpwluEgeUqSpSPjbS5WURT1fx+Px3QY75CVkNi6NWqIol7e3BMW1A5m453Dqxa20lUMlCLVulet+Nia8zhhKZtQ3gx+946hTmhskFeKYtlmhUJg7KRDeIeQisg7KhdIMVqG4LoKnrEIG/SKV0UQsQ/jQ6NQnJxecGM2o2knUyk8gzRhlKV448i04qQoGacpk0GKcw2Nd8Rasj9LqUyBdBGLvMARMU4ixiONPnE0VcNonDHZHpNbS1FWoXSmRUhzeIEgZrEqWK1PEUpx0Xi0ksQqZJsbbQPB0ji08KESITxNlVPXFTdu3EA5z43bz1PkOTKO2N+/yrVr1yiKgulsxv1332O8dYWjAgbTvV5fGwGYhskoZn7yhGnsqaucRHi8bVjNj1mePKTwMe8dnqBUxPb2jDfuvc04lnz6E69wtqx4B0gVeCmobYNTwU7dSsVwOODF7R1+/cvfxBY1ps3cOy3RsWQrTdhNR0y2t7mxu81wZ0peS3b2drmysw3CISUMYkUdSV6+uYs6Fei8AgmjNEWYca8v+uehfaDqg29dVQV9xaN9UahoCYV1QSnBWBMyp63hgn6GvQ+hfNyp6nTzSsf1CH+HJA5zX9M0pEkgIDkXgrXL6tDTZfA/LlATzmG9II0FV3cTijLm5OKCKg7zx3M3rjE/PePsYkm5DBWs5XKOJ1RHytWara0p29sTBlnKIJYMlOL45D4OiUYGYtWGcoezFhUJvJNIleC8RbeGHg6P8A7TCL70pe9w9eaMz3zqBQbDhKoxlLXBuOB0qrxEQwiMZYtRlWHDDZcJBi0l8SBsYIMDZwsp8UHHng0oxGZA/UGBQ9CrFn3f+lbfVra6u4JL+MbHtaUrjaExjsS20UCr+GRs0OGPZEdmC2S3SMYIFYKqOIqDHrbr1qhLLGrHa5FSUtvWsVGGzaCWgjQKYzqJFbFSKAlVbcB4IgRV51jLZdgZjnHpMggbx2sfd/llJwIt1Wy82/UXQlBWDUShIpPpCKHAmZrTh2+zrh0vvPoqaTomLypGacpkso2tKsaTLcbTKceP5/3ndffh+5oPGHa87zO+rqm4OD3m4vSDZVGFCDJ5SZL0SjeX+GqPkCE17hFII1BS4ds5ImzgwtrhhOtA84ToY1Nv+/1zyVPn8OwJQR/DPatq8WGbug8NjIUQ/zPwHwBH3vtPtc9tA/8UuA3cB37Re38uwtH/LvDzQA78Te/9ax92DCllsBfcwNR2ciEQ4AihtCapvCKOY8ZpTFPXgTTQNOzs7oYb1Toa0wRYRNsBOoqoq4o0zSiLAqnCZzhjiNMUay2LxYI4SUiSJDjqCYG3DuEccWvbKRAoHd7bdbxp5de6AF4Rsr2uDf7SNGW5WCKF5p37b2B9RVEVICR3XrrDq6+82kM/jLGoFo8bR3HvquR9a5/qRTDDkAG/OxyM0EowmU2QcSfAL5HykhVtXAi6br16h0WTs5ukTCYDtrdn7Ozs4JHISFMt5mxtbbVaxbrH7yqVkiRJD3dIk5TaWFZ5jveWLIswTbhORVE8BeeIWxc7L0RPmEvTFCmC1Ju1lixNQyBCkHCSLZ7I2mBc4p0PcnnrNVEcMW71lDdvlC5z9HGM3TCzSZwJgjhaSlQkUMqjcMGJzoIWqrV2DcSMWAiMCBmNgQ7sey8E2nu0NUEjUimcrYhrj6gdzoTXCB0wm4uLFXeFo2ql7RyONIsZDjOsbRhWfASnAAAgAElEQVQPU5bzAlMZ1irIWWXCMc0cwzTh6laMsZqLdU1RWoZxxHgUsTXUHJ3BdCtFJRF7csi9+SOSgaBpHMZ5ysqwmC/Zv7bPu++9xziNOJmvSLRgnMTUMiY3lpsv7JJGGlNeYKwmSuLWYtWTZhl3X3mFW3deYLVasVosGI1GOATL1RrvPcPxjMYaolWJSTOaFlstcOTSc2UrQZQZj958k0W+4M7tm7jFnLN7byKrBfcPV9x78oTGWN49/A2kFPzsX/5LbE+2+J3f+DdUSrE/TDmvPbbxyCwCD1VRUw2H3L17k9/7zlvMZrskZYExNVmquHplmxefu8X+eItsMCYebDEcxtw/PCNORwidcJGXiCRHrEqsUMxmY+5EDn10SmUd29MhiZxsSKP9gMfuBw1n35F9woIWksTtYtQFfR3mzzqaFjJAm2gQQgTGvdjEJIr+fV3GrKoqijxHaYWSQSmk10ZvkyKDweDSec1fkpA+aGHbJAI++7yQrSGD92xtDXg5jnFvHLIslrAcMBtf4dreE87PTrhYLcgGA2xTBulIU+Nsw3iYsDubsLs9xTc7HA3O+ca3nwS9d91hbkOfWVe3ZkcxQiqkDnrHwTChW9xV4JmkKf/8n3+Z4TDm7p3r4f3GIoQMpObeCvvy+3V92D3utO6RMlyDNtjwMpxTKKaJXrli06Wsw1y0ycowr7b/uw1Q91wPpWnnsG6e32w/iHEbjDg8de1odINvXUCdc8RRINErJ5BC9xlhpSRCaaqyJK+KLuSCjtAoLmXWdLve978rhdaCWHvSSBFLRYQnUo54rKgrKAtHVUMsFHnjwzzdQTB8l4kPtvabwbHD4zu75nat7zgXmyZYvh2/UgTSXl4W6CgY6tRNSVE32CRidfYuYjvl+PCM21evMMgm2EnBdHuX8ek+jx/ev8Q2f0DzPpx73Sl9CdpsO2GgcBnsPtuSJGF3d5dHjx4hAB1FKB0ql7I1sTTGIrUgbiFLXby3CWMRTd3fSx7dGjGF9/Z8A94Pi9iErfSPN5/bhHp9CPTyo2SMfwX4e8A/3njubwP/xnv/d4QQf7v9/b8Ffg642/7/MeAftD//xLZptBHS9kEW7ODggCtXruCcI8sy1nnBH711wnCY8blPXCVJB6zWy9Z/uwqkvc4uts1GbBp+nJ+fI6QkSZL+Ru9UELqJeL1e95i/xXzObGen9zV/qjO974O9rqOTJMFXNWVVPkUeqaqKz//4p3n1k3c4ODhiXeRIYDoa8dKLL/V43jhWPc66MwxxzrFer1ETTRynnJ8tMLVlFMUkiWSUptzY3WnxPLLFhfm+1OmcwxvDCy/eJNMJRVmjBxHDLEFpjXGexXrNcDgkTVOKogxM5tZCNGvxhh3mWxGkZAZZ1uPc4jjGGMPu7i5FUfREwm6h63aQo9Go3yWHYBYgZLQXywVRGjFM0l5T1QO2KVHeEynNan7BeGur16LuZPGcte9bEH9QY9cDQnm8lOHclcJbRy0sUsFwHJPpQeuUFEpkXoL2IK0jjhR10xBqrDaYdHiHx6EbhzAe6yXpICNpauqipC5yzhdztvZ2GSUD8togvUELx3IxR9Yl+ztjVnXNVjZgvlpydFYxksHhTDSaa0nEbDDEVJbjVKGKimKxJolj9vdG1NZzbX/KaVPQRJJsnBLHCcU6R3jHziyjLEYY0/DqZ1/l5MEB8dCzt7PFldmAUSRoaseyqrl1ZULiNevVGmQg2GZZirFBFsgaQ1kURHGM9+G+2Z1N2RqPeHBwwum6IkmjYIUde4TQKKnJNAi74pN3bzOfZDx+/C7Ves3he+/w8M03aIqKR8uqJcqCV5AlCcfnSyIEL28P+M55yUkesjxCxxTrNU45toYpGfAHr/0hP/KJm9y6eZert+7w+K3XOXjyGKM0y2XDe299izRTrKIRn/nsj3Hr1U8xm22TJSnSQ12U5Mbz4OCQCMm9B8fcPypZVBrrL5iv3mRdfyDG+M987L5vLPf3UCDcQWv1KmXIFjvfZ3c7/oL3nmgjk7P5WV0A7X1QqemIdB1vJNIQOUU8GCCcI42j3ggJnnYffRYm8Wx79tibr7cCqiZYjispmUzG/OiP3OLXvvRtVutt/CzilZdeZTjOePDkkNWqRBhHY0viOGayt8O917/FC9f32Hv+Bc7OV3z79XdJRlOSdIoQSQs96PrQE0UKqTQWqDHgLd60yhBKYKzH1g1pNmJVOX71X3yFX/rFn+GF2zt4s6ZwYS2MI3A+zHNSPp3hE0KQ53mvkW9bIw4tJc71q0AfMXSugSgFker7qJur+2vlfZtl930FT7bQw/bAOOeCwtD7A4xf4c86XvCharRuCkZiRNwmFqSOyIYpVVFxTtDXd8620ByBc50mc7vBkvKpAHFTG78sS6RWJFqRJjr8j1ULKwwBeKRAeEskFcOBRElFXRoOzhesynD9jG2hLN71kKngXNhudGgz1m1m1tpWwm1jI9glgGTb/421JFKxzsuQoW6D5vXBAf/qV/93fu4//W8YzrZYrJZsjVKGwxE7e/vM1+e8/XaEKap+/Gy2vorwVF/TGtV0m9zWGn1DBaVrdV1zcHBAlgaMutZhk9F9F+8cqe7u7WAX7V0rDdiaiiilqCrVw7m6semco/SOur4cg74P1Omx8v0m/APmiK7Q6IX7UInMDw2Mvfe/KYS4/czTvwD8dPv4fwG+RBjovwD8Yx9mh98TQkyFENe890/+5GNAXlatVXGCEILxaMTu7h7L5SLI5gyHzMYjfvozOwH34xqMDYHpdDolz3PqumacZSHokpdi8N0ObTQaUeQ5RZ6Hm1prhsMhp+fnXNvfx9R10FNuMbE7rTZuN5nHSULVyrylaUqapiwWC8aTSSDMASTxJT7YOVarFTdv3uTg4ICdnV12dnYv8bZSEsURiVKUvrM3DaUrIQIko8uIVkVDHCVMRmPWVUGaJezOttkeT3ABGhcss6HF8/k+wLfec3V3H2sN06kCE2SM6spCXRNLyLIsmHV4hakcdVEEN8pBRqRCXzZNg2/l8ibxsBsflzduuznoHP2CJqfCWhdIL/M5eZ4zm81IkrTf0MzPF5TOMsxSxLAmnoxR1qKAQUvABJhMp31Gva7rfjOUJEmvd/qDHrtCQJJFaKEROmQbvYRhlpH6UJKUsSJ2nqJpAiZeagrvcEKRiIDRNs5jhQiLkQ1khapqQECjJMZCohRWKpYO8rzmvXcecP7Ky9gkoxINsm6ovOHxasXDszmJiFiYnHVZMkhSSt+wbAyLPGSPbt24ykAKXro6wvsB1joWixIhDJOxpmxqEi05Pp3jjefk4JDhdItoOGRZ5GxNhqRZCqXjhTvPU6/WKBfInSfWsjXNeOXOPn61JssG1FUdSJROkWUDkiTh7OyU8/NzJpNJUCVxoOIEtObgZM5kNCTScHW2hU4yTufnSO8ZpgmLMsc2Gco7bty+Qb0+4/Xf/xpvvv4Gh2drhNaUJuC3JaAdLFcrvvr1rzMapMxGKSu7hiZiOByyztcotUUUJ8zXNQ9P3mF/7wqn9QH+a29xZXfGZ27f5oXnb3NeV3z5zXtgNbf3b/Cf/OxPMRjNGKUZ4+EQHacUxlAUBdI3vP3gkLXa49FCsjCQ50uKdYMejXs85A967F4ejBZD2Rk8XC4wwWZe9CpA8H5znfCep2WpuiDr5OTkqSBaKsEozYCM+ekJuzvbjMdjgKcyaR/ptD+gTLoJEXDOcXh4SJZlTKdTRtNpDzUQyvNzP/Mp/sk//Q32x3eZ7c24feezWGvJy4KiMVTrnNPjCw6PD/nD177G73756/zb3/k2lY2JkgFKD1r8qmr75rLM2ynsdGocgyh9KhsvREgO1EWFHkoODiz/7P/4bb7wk3f44R++g8QxmUw4XyzbS+R7UmF3HTr50W4D0pHluoTQpsxX1zo8t/e+v45AX93rPku2nJvOJpwWyth9RlmWPfH5mWvyAxm3kRTsDIdMBylZrFFSEOsI4TzFckXTwiDC93L4DYJrO9wvoSQb4xZC5TNJErJYoZVHC4e0DbZpkAakkljfoLQgjhNkrJESokiwszXg1s0pzkgWleG7bz3mfJnT+MvNZqSjsEgAiM7Cu6sItE8/sxF8NmCtgcaDU7KHtuDAn51z4+o2T04M4/EMqQFhiOoBg+GINN1mXjwh+oA+fZZ0+0GtG9ui1XK+HEPd+bugfdzCRvrx1L42ajdk6/UaHUtM7Z/KHAcvi6erTN25aR0hRN264yqQHucMSqrQnxt9t3k9N1tfJfmAjPdm+9NijPc3Bu8BsN8+vgE82Hjdw/a5P3Gg241B3Ck9rFYrjLHM5+dM24DIekfdrFuNv4BXSdOUBw8ecO3atbA7aYJ/ugOaViA74H+hdo50NGI+n7O+uGA6nXJ0dNRLgCVJghXgDZdawq225XA4ZLVeE7UyYbChU0ibAW1xtJKWLChgOBwSxzE3b97sbVc77HTS6vM2TRMCeS36wG8wGGA85KtztsYZqU54dH5MZWBruMvebIssioNVcpaCu7TFzosca2PiOCGKNEp4skRijEQIxbKugxi6D3rPs+3toMGoNTjJcDTAOkNdVWjp+h20cw4ZB+iElhLhoWmaXht6sVgwGAyYzWZ9/xhj28yCYDqdPvW3PM85OjrCOcibhhdv3WKdLxluSAHpJKGyFpXEpDrCS0ld1ywWC5qm6Z3yrP3ArNuf+djVSjGKUrwKRAGNQEpNbS1REvfkvEGa4iON9S5IB+Ex1qM0qFjjGoOMNLEHX1uqxsFQIUrHQCqs0hx5QaMiiGOa3GGF597xKdn2Hi/OMha1JbceRJAUPGtLjrtDjYpimihhmkRMI8WwXVytCYFOXhQ449EiYJqVtxTnJ4xvTNgeZgiZcCQFTnnyfEWVN+xMBtiiYLEoEHXGsrakkWeUKbbSAdujmMxb5m7NelkhZRwwcT5AZSSWQZrSqAClylqTG+8MGsV4MsI2Fbs7O0y2tnj06JhBEuNd0NIcJ4r5co1xcPjwEW998w+5//gdjpdnGOHZm00pFmu2BkOmu9scHh2R6BA81MZyfrHilVjyemW5WC4ChMfV1NYQa8Fwe0SUxKRNSjyKaKqI19475GHleOXVV/jPfuknSSLJla0x0WAboojSGPI8x61W4RjrFWdnC+4/PkcllvWqomwsIMjijHpdUZUfGSP/fR27IQ2sQUgkDa6VYKrKNZY0wLKiyyViM+jsfu+Nklww2cjrilWRh2ARiKTCeEGswdYF1li2RnsMBgOm49FTqhMf1jaDhWeDmktbY88yz3l8dMje3h7Xrl27DJRtcMmIBRgvkMLxxZ/7DH/42j2+8a0LXri5z+72GEVE5C27+/vcvnaNw9NdJBF/8PU3eXywQKoUrVIkCt9ALSsar1BCEbWVLK01tXOB8Ko1lWmIlCaSl5q3TsdYJVAWnPK8d7jAfuUdlkbwiVdut8mWCKkt2rXk454/40jTNHz396mI+Key7c/2r1QKC4GD0/ZbD4NpW6cPrNr3+hZKt5kI6SqdH6F9n8dtqLjdur5PlgjKIg9a4F5jqzXzpWHVWEobNiG9AodqYSH+UpJQKdUaVVisq2hqwdZoQKQF0hliJYkSjVYSSVC30C1k0SGx1iOER2pFnMTozu1WGLYyyU98/kUg5vDonD/81pvUPsU2DbV1RJFspQZlD2m5DDA3zVouDV08oeoony4GhMdKYLDc+8rvMvvUT3JydMR0OiKLI9Rkgr16g09/8kf53d/8v4KKwUb74yox/d9pr30fsPo+mJWik/B7em7YVBgDwHia5nIzZRqLxxMnUV/xCOoouofPdllkgChSTMYD8jwPicvpDreev86jB4+5uFgEoiWyTb97hHw2JrjcgHxY+3cm33nvvRAfkPL4kCaE+FvA3wLY2dkhiiJWq1Uvb2aM5ex0jtSa7cmY8WTCcrkkjhQ6ikAEOas6z9nd3Q2i8cZgrUFHGmnh/PwcYy23bt7EFAVFVbFsGqSUZFnG+fk529vbPH7yhDLPuXLtWshGSxFE3AmZVNmS2FSrIygJE0mkFLvb20G3uKqCl5MQGAjEKhGCuCzL+pJCqjSr9ZpVSz4ry5JhEoTYnRPtbt4BgUg4Go2ZTCYcPzgDOWQ0HDAZZIxGI7JxhhSC0+NjouEWg2HAPw8Hg+C4FxLXVFXZ48bKsqQ2DVVTEUvJ9u4uFxcXXL1yhbIsWa8X1NYwGg4YZlnAvioJdYOtDTZxoAQWgVaSZINhWxRFyCbkeShTyTBI6wJGW7on03RQiMlkQpIk4ToMBqhYk/mMWEiUVjTOsc5zPJ40iSlsRdQEdnuiI2KpiLMUHUUfmL34QYzd2e6VsIFyngZohEATynQ5nkiGfsJYkki32pEWrEMJiWk1bGOl8dbjpMBGEl9ViMIiYk2RF8Hp0NngW+8M0jpcvuSiWLCf7XHeVMymY7ajKbW31MYyIkFLyCJBXju2RHCQk0ISpSlJHIWyaRUyqsZZGmvxwjHKFJN4hKssTgvyJmdrOgg6qVVDNgjuRkkW8cJsxGCoGcYaTAXeECmJ8o6zkws8MEwUgzYQstbiheKi8ERRTORtUIVpF2FjDLWxxFGEaDdlTdOQaIsG6sZTW4fxDmsMq8UFD++9wRd+4gtcnJ/z9ruPKY1nfr6gxmHKHHscbOLvvvwyq9WKsix56cU7/MFXfpvIx6i4LYUbT1WC06Dqmkfnh4y3hiyXKya7CWmWMduasb01YzaZsDObIIkhSbDe91CAum6wec4wTqgGAz7zQ3e4d/+IXAqkTKi9xCaQZjHOfu/k0e/H2N3e3sEbS2PrgHdH4n2E8DpgGduF6tmgq1vwlFKs1+tQadpYFOPW+SrSitVixWA4ZDwYoscDwCNV1GctN7Gcm8f4gPN+9vv3z7tWcWG9XmO9YzSZkAyD8yl+I7DoAg0EVoRya5ZIPvf5l/nO62/z1oP3ODjNGKUa6xreeucRgyjirXvv8vDhnDwXRPEAj2pxtwF7aW1Y4KUWeH/pqKoIpWjf8lM28cEdp0QIgTMthldJDp6s+aPXHpBmksl4ymKxxHvd0s27zQnEQvfXp7smm/22aTSyiZntoGzdK7vM6abbnd147wddC2MMdV33WebvpX0/xq0Qgr/w6gs4Z8hzQ6QVWTqgzqGsHXlZY5xsq6/PSPf5S5xsF7QZE3Sv0zRmmmli7Yi1QqoBnlB2l1KghCCKMrQU/fjtxyFBaq0zyImTGKVlcIrTMaNpxvXndzk5XPPaa9/GakXtBFVtkDLAEzuN4mf7vP+9vXYBi/x0/7g2Y+x8wf/9a/+M/+KzP4HPMvKypqkdWjiy0RZXb9xiMNqiqRdPwTU+2jWgD+C7sQiXGfjuXDsfis3N6+Z9/ixXYHMTB/QJxO71nbgBXMItwrk37O/vcHExpzYV1ji8haqu+wqybo3XnsUYf1j70wbGh13JQwhxDThqn38E3Np43c32ufc17/0/BP4hwN27d72QoldgkFIyHAzI84IkHZIkCWVZ9rjToiio6jooQjQNs9msL6l3JhORjtjd3X0q2HbO9VaLVVUF2+gk4YXbt5FAUZVEqiUyeYcTIbWvgDRNA5a1LRF0C0OaptRNg1AK104WeVlSN00Pt+jxdcZwcXqKtZbBcEicJNAODKdVWEytxTuB8BIlYTDIcM4xuzLheS0wtSFNY8bjAVkS45wNlst1+M6htOHx7Tk2zlA1DZUJ0kemDTa1Cli7VEeora3eRS6OA6mxEB6ZBmehIs8ZpxnWhKxQU4bvGWVp6CvnkJHGCYGKY6qmQThLrCOkUDSmZLWu2WqP09+QQpBmKbt6L4jRe0+UpsgoOGN1mDljHEVecHLekKSaQRKRpANUuznsXII+jrF788WXvROBha+9D3bdImg5CwdxFONMydqWOOI2Q+DQQNk0SO+J4pi5q5DWo9pFqcFRCkuxKom9p7EGR4NQHhlrRBLhlCOWkulQodSITCtUrBhEEmkdhytLEhuU0NRNjRYSrwVCC1Ip2BlniMmIRweHlOJyotNC4GOJcwLXWOLIBSGKVFMbhelKtq4hjiVbw4hhqhjEEaYBa8PEVdcVKIGUEWjVXk8VSp5SBgUDAUIEvQ4pdV/G9T7gAzt1GmOCPKAUksl4TFGVfOO736ZZFxwfPOG7r3+D17/7DRYnJ+xEgufvvsBP/+zP88v/0/9AWVquX9njweExTx4fBO1Za7n31j1QMTdTxbvGszOa4m1D3TSUThEJxaLMEWlEEidEXvBDd25z+84d9q7uk2QpKk5JBmNqb4hQYUPtglatpQ1QzCqYstQGnWq0VOSLilVeorJh71r2gx67zz1323cuW53kFAT7YdT7iSqb5c31eh0026sqZD+RQZFEC7SwVI1hurPPIInRra2teGZR3YRcbC6Wf1zbJO91r8+rEtM0AZozDIo4UqleJ922gdBmaq3HHnuP8Jo4kuzvzrhYramqhqOzgtV6zZPDJ0RSUpeedV7jfPhs79qg2Lkg6ecgUhrnPDVNH6xKoVqyGiADwdh72mi5Dah8SIiE+yHoAx8fzvna7xo++xfvEmlwLqb2Nb7FD2txma3f/D6b7YOyd/1rw+k89dpIyj5g3nxv93jzWimpUEK2CjofqX1fx+0gTfwwlThs6EcDjWkolgVnp0uK2gXFic7RTlxCFKBVBRFgnSFSKpC7FMFNUCgaaxDSE8sASg2JsFalSQiqxqCkIImikEmWYQ1yFrzSON9CZaIIFWmUCkG1UgnRVfjcj9zGOs0b9w9ZrouAKzYWQyCpSRm4EFV1qU2xGXx+UJ/3941zlPmcrViyJki1Oge+zcSOtrb41Kd/mK//we/RVDmqI/59yIWU7Qs2tzT9Rk8FGUbd3uBaCZxpAtlcBVEAQSDXDgdDnLfkeREuj2ghMH7DCEUKqqq+JKuLMLd05zgZDbi4uKBuat54/a0gzCAlaIGMBEkWBwwzAd8dstGB8I34aAHynzYw/pfAfwn8nfbnv9h4/r8WQvwTAoj+4iPh3ERQW9DtTgMCjmd7e4oXwaLYy1bTuC1VRa2dc5Zl1KYhUyFLsynp0SkgQNiFdGQ451ywltY6uOQNBjRVhc3XKOeD/aVz1E3D8dkZV67sodOEKI7CwrdR4miahovFAmdtuFFai+LuPEyLM3TWYqUIDnytc5xzjiSOsU0DSgYspJIIocHbsNDEMRcXF1hgKDWFNjhbYo0ikhlSB7KXwiB7RHnIVmAdRvkQeKgYZ2oa64iVJomDDmJVFEy2tihbi8ssyyjyHNtUGAUqToOCRBRjnIFGoHzQ28XaoChhLUSaVb5GRYFw0hFyPA4dh2vQudiEGyAIygsEwyyjWi77cooWApzrma1CBJ1OZ4OOo/CCytcoGTQp9feWufj+jl1asooUSC/x3uKtDaU54YMpiQ9aocaY4P6HZ20tdW3COK5r8jIExtp78I5GeLxwIIIBjgUy18oSRpYkabC24uTonHxdMxk7SuOJhCfygrIyVKVB4JGtUkuOZKA0oyhmO0uZZBleabbGY5wUKFWBL8F5dKSomgbvJZUJTpMRFiXBaBfkFYVgMk6IlSOWCumDZaJsg9uyKgMGT9FLGEZah6ACTyQudSl9S/Lo8a0+kDW6Sktd18RRhLGWanHBYrGgWiw5evSYP3jtNR79f9S9ya8l2Z3f9zlTRNzpDZkvpxrIKhZZJNVkyzZ6Icnqhg0JMNBaGDCMtr0wYFveNAxb0F/greGNNwK0EQxo5WHjhYF224Jt2bBoWZB6YJNVJItkMbOysnJ68703hjN58TsR92ZWFkkI7Cr2ARI53ffevREnzvmd7+87PPgJw+BRWbGa1Qwh8d333mMo18Qkz3/4e/8O/+Q73+Fn9x+QgHPfoq2iTQqrHdY6YgooLb7PPiWaeSOpjBlCTMxXhxzfucuN23c5OjxiPptRLeZY7+n7oRz8ZCPTWmOsY9447HqgWjT4LlGZxGquqV2NrhTO/NLhNL/SuZvJhDQG0+5xi8vb2fcNHQ+0I8omPENZo6wViyxrDE2lqa2m8rKem9lsKrbGAm5flDeilS/zKeGzuYIxRtq2lWLbaFkjjH7hcDzSKqQIl9CcCdUaX5NzgcHkEEbKBJ+4vGp59vyS9fWAVdBut3S9hEWYsSOIKj7NQosZb/rEA1aykeuylqFUsQgbBbiq7A+RbDIhSacJnVn7gYcfnVPNHnDjRsLVEsDEp5BPpj+//Pfxuu6/dkKB967ROEYv4PxSqMc+sjq91miqui5uAb9UafwrnbfWakLoxclECRfaDwMXmy1XXUfng8jr5OaXW7Mf+CIoutUGq4oOxDAViUobUpb7q3OelF0J6QSj2AsSszskVdi+JBCqodZoI7/kmiashZs3FsSk+VI7Z/AVg4ertef0ckuInpQ0vY4vpOvupxyOB73PQpaNTuRujdWGqFJZbxNKGe7cukn82td4cP9nfPL4p/I1Lz1vrx75U04QLxygMuIAokGT0cWvvKktKCXPV4YYJTPCGo33I/9YobKarNW0VmRnSEk8/Y3RL8xlpRTzpiaQOT+7mNYPxkOf3tNBJKBm75rtYrrPr7afPcd+zpUYP/x/hxDnT5RSD4H/Epng/6NS6m8D94HfKy//A8R65ceI/cp//Iu+PxTlcwz0fZ4g+BgjdVPTD4HQ9aiC+qoYqeoKN6sFPZ3N6MJApTXbzRZbVdKCRURos8LDGhf3kTNcl6CP0ZZMay3Faj/IDdSFr3Z9za07t8RJwboXFvix5RRjZLteE6sKVyKhx88xhluMfO+DgwNmpWD3IWBLStz4EKsizNBaCcFcIcbuKU9cnt73DIO014x2pBAxWhWBRgk02TtfGuVwJtPlnkxmuVhQV4WO4j3stThGjrPOCa0taEUKGe8DQ5BCyzppUYYgli6d9zhmk1LZOEmHUlpQFar8AWwAACAASURBVGkXS5Q3FP/n/ckOhJgLShwYEEP2fbFPP/RUtXyq9dUFIfQ0tRHKRvGl/iLmLqOuOUt7NpYbHWMkqEQ7dKSo0bn4Yka5R9uc0CmhjaPrexiEB59K58TkxMyKZ3GNE3/dIiJJvSdVM67bwOnTc07PtyzmM7yuyEMi9JGrPkJStH1CDxG0cJKdthzVjoNFjTWOoDLL+ZykFM64gtwK5xcDISRJSdLQ9wNagVZSANvKYHXCaohJ0JsUg9hGaU1dN8KT1BLnbowpQglZxJTWL3SJUk7FGH/HZRwPszFG+pQ4e/6ctm1ZX1/x4Y8/4NHPHvDJRw/YrNudd3jV8ODJGf/svR+hlaYhcXpxycnJMfN5DYgNYFU5jm4c86/9xrf50z/6LnHo0SmxahoCmk3bStz14QE+BurlArNY4hYrZssVs9lS2slZrl2XerEYzCJ4DTESkxQ1hkBC0W17+j6AMmK3FFpexXv7POau3IY4qfOVkg1Y6bHFHKbC2HsJkBk1FdYZSIHZfFaQHdl0jNE0sxm2enU7/rPQzf3XvYo2Me4J3gsSlbKsc64UKC//nP2vHS/vRCHIL3KlhecseovttuXi8oquG2jqBZvrC6GX9Qqt5xjliMWvOAOJSM6aGAbUiGophXFmCnmQw0Akq2Ibh6QJa63pU8Rm8Y3XSp6NkDOxT/zohx/z5ptzbr2+Yj6bibNrnnDdV9JP0vhsjTe4jDGc5VM9+DJGwfjL90nQxAK0wCSOsnUlP/+le/V5zFuFdNDksCOHi/W257zv6RQMMU5peC98xlEkTilsjeQnyC3bgV3lI5Ni2nntltmjlKxtzrkpGEVrVfzly88c4d2XUHtFmWtZotRPjmYlcVdxed0zn4kGpR0ipxcbcsoobXadnP3nKL34rOw/VynD2ZNH6OoeKPFxlsQQxfGiId2+w+07b3B68YTQt1Pd8SIu/Uvch7FzoXZuFUqXXIoi2HfOSpga0mkf+o5cKKlRJXKhGDGlVcqTJZ7Gebq+46E3hkAMgco5ctFVvYqa4QpAGUOiqp28H+SQ9MuEgf0yrhT/wWf81994xWsz8J/9wp/60hg5Jl3XURdxW0qJvuvxwTN3FdGKn91QMrmttVi0ILWl/e+Dn6KKm6qiKhdgKJvs6KM7Lop10+x88crENdaircVk4YzeunWL2tUYpaFY2IypbL787Bs3blBZy/r6mrbr5DRdeHjWWg4ODkS8lvMLUcu6FM5mjwczDF4KXqsgSpTqarEg1JGNBjoNrbQgtl1PcAmUxRSiufhaSlCBtSKASTERgyeFQO0q4UBVlRTGVrMdOoyx04Sq6hpnDM46fBQKhqQAJXTMtAl8ytRIkdt2PVXdcOPohihGUZLEV+5vXTWC8DhH13XMRoFCTmhtGGIkayO+z87u1NSlxeucE16xk5blJx8/oa5rlstj8Yvu+0mI8nnPXYXk1vcpM6QgfMKciUAMms4HugROZbrgxccxgbJW0IQMOifhHzsnYg/E4F3FSJcTOmlU9FijcLXBNYahVcQ2orJnvd2izAlWGUip5NorFvOadbeRQsYoTFY0RlNZgzKKIQn6kXKmqaqxWQZKsd62OKWI6wFXVQxorjY9RkNlpAjSSnF+ueHG8QIfA5XaOcEkMgcHEuaiycVKcPQDp3h0x6l7o7UEtaScpsLFFI9y8bu13L9/n/ffe0+6LNHzh//r/8airrl5dMjh8RFPnp9SWU9Mnk2XqFxNioHLHloG/qu/9/dxxhDRkAIrY/nqa2/wn/xH/z7/9Y/e56OzM+racbR06GrG9TDj6PAGal5hteH45ITb9+5xuDrAGUNfEq6Gri+IuJX42RQEOUySpLnuAkM/cHW55fL8irN1oC8cSFnjPi0c/TzmrlQW0u1QFOpByhgjNJf1eo1S0p1DjelcGVdJt813kfmsEXpQjHRdKyELVT2+r+n3/WL35Tb/+LqXrb9GdHnkbQ7DQNf31LOGRXGyyC/9nM/8mGo/sGJEyOTvXdexXC7ZbFs220vW20vmyyXOaB49PKUy0OeBnBzKWEHIk3TDUgqQLSFnVBJtgTWmqPYtwQeUhpyirJ/ZTDZo0gEVJMsYW4od8ThOiMjuJz95SjKaN9+sqSoLpAJA73E32RVIeu+aqlII55xLS1pNyNrL5c/+4WKfbzxah9kCnHjvS+H/Kl+Dz2neKrnOBo3vAptNx8Wm53IIRVvTS6dM7ZJgKXuxKehrztJe10YXGzV5XhWREBAaTA4Yncl5/B6CHhtrxX+7oJCqIMdVXZPyzit6vCcjR3YEAZQQ+MnakbRF28TNo4Yv3V5Sz2dcXnf80Xs/pveKjKHzgWEILwSSjNTglw+VY0T7w/sfcuuNQ5pmhlFIGmCG0LYcLpfcvn2Hh5/c5PL8MTn4CbiDvaQ6xlL55xTLKqKVEWGpKbZrhcMtoJ90/lLRTk1BYVpEj5QOaSohH6qg21IDiV+/KvZ2CiYgEijCST3Z/O6vMTs/al8AfzmQaG2onC0/77PHr0Xy3cgbm8/nkxm7c04WPa246gcWTc3B0RHdMPD09JLhuuXL924SBuFOdhm2W2mv1ZVwOVOUwIyry0vaViJmq6raa+crTk9POTk5gZRohwFXFrZ2GLhcX3Pnzp0plSkW4R3IqaiuKokNdY7laoWtqokOokae2Z6gYXxf46lGwjQMzWxWTpL7yURpSq6rnUNrQVk9idh3nF+teXpxxa3jm6yaBTkZchKk0ha6iaBwEvW87tbM53NpWac9NGhIZKsxRk6zTdOQtZwuQ0z0vWfIiXXbUjuLJdL6TEJOcoSAczVWa4ZUAlGcI4dAOwzT6XpUn79sC5Rzxig4nFW06w1Dzswa4V6POenee5arFZv1WrxwlSCU23ZLSonVajX5SX/eI5PpY8/g5USqkI28D5EQFQczCz4KAlsWr6i0IOZKbKMWswZQJK2kXZs1OkTaLD7GKgcqLbSVMGRaL+hPHZO4CXQbthcbqqWhrhowFh87DjUMSVKgmpzxPrFtA9s20PcRp4UCMx72rKtwPlBZeQa2OcNswfpyDSqxqB39EOhDoqlMQbel+J+7CkqMrFFK3AiCp24aERiW6Fm5d4kUM3XlGJ1SQ/ClQDCARKz3fU8KgfOzM7bbLd/5zj/h+9/9LuenZ4QYMEbzzXe/zvf/6J/ze//uv80f/j//jKv1Gj8MxJhYHaw4e36K1ZBCwGSJcEWD0o7nbeCf/eCn/Ht/++9y6DI2O1JQhP6ar715g7/+2/8G995+h3/wD/4hz05bfvNb3+K1WyfcvXXCbD6nHyQK1SoIQ09CCZXKGFngM/QhcNNU3Lh1iLKf8F5OdP4aOo+2isWq4dEvzzH+1Q6lSEqsoxSS/jmKWLXeoT2ZKIUbGmUUq+WcyhjSTA6jo15AW8dnsU73i+OX6RKfWdACfd+z2WxYrVby6/BAgifKJv7yz9gfU3GSYZ9jK7+Dpgi0yn5wcX5BGDyv370NSrFZr1nNairnWCxgu020nYdUoZBQEq0iKUBVO0YUVxtd2vzCY5WULzBaOOjjZ5aNOxK9UKRCVUF5T0opcqzRGH7yg0ccLBpu3lriijXYuE8I4hgKQCkF4MT9VEoKC62htOVHxH/qJ5bi+mX6yoiqjYW2VhLlWxeRqRrn7C9HpfiVjoRCZ4cKsN62nG17NkMgRwk5mjU1YRRfKS32pdPcS6TMNC9ePFhJ3hpaEUKmtqLz0Wq0I3WQI7PZDJD7OZs3GCPr+egy1Q8txtnSkdkdUHzfo5RiNp/jew9pEF9rnVA5gg/o1nPiLH/lm2/Sac162/Ps6TXPTzvWXZRUQwVavzjX94vCyjqePH3GjdcGZs2K2hgqrbBJ019es1rVvPOVL/Gjn/6QbnOBTwImwvh+dwdURaE25FccPFXGVZZaKWwRKI5jor8tSz2hELu6UvuMc24MT8tKkhVHUHQSlWaJ5h58L8E3SU00iZSz6Lv0jmY0PufDMJBzxjkrVNbyPRXQtt10Dz9r/FoUxs45Hj9+zOFqxfLwgFkjbaOrruVoueKTi0tWBwc8Oz3l2ek57ZBYLpZ0fUczm9O3LU3TcPfOnYne0HYdlTG0bYsCTm7cmG6Wcw5TVazXazTge0Gg/XrNRduSlKJyjqWrubi44Eb5WmXERSDFKHSAcoP6vqeuaxHojfSKYZiCLlarFfO65sP797l9+zbLxQJXBCnGmIn2MbbJYgwTJSLGiKtr/LYFFDPjSINns91Ky214wqmb8cbJISkvJkWotQbnLFpXLFYtP/zwIe+++y61radCP6dECiLOW64WOCtohh88KUSU5GmyrGqUVvR9h2kaIpFYhIIBEEgkcHp6itGa6/IejDFCLSn3eKSWnJ+fU9c18/lc2iIluc0sF8wXErJiCj0ieCmucoosFwd8/PDhtMEYJQUc8C+lkP6VjAS+zWxCIGqhLJCLh7SyJKBxmtnhATpLyxmlCSQckW2u5FQeM7QesrRktZHCM6TMVZfxm1BaazVLtyS6xGXOtFrRqJ4rnzgJEa07MopaWbwfOHQ1OiXaFKlqzXJZMZsXMZyCbdvtrPoAZzWLRmg2ueuIXSYfHHLatvgY6FVAZ6iNIys5wDZNjSternKKN2LTWRTf4nagiX0v7WZd+OXG0LVdWXwFkUrDMG3uXdvSdx2np6f8wR/8Ac+fPCb0A9/8xtc5vnmT7/3Zd/nwww+5eXyTP/xH/ye//5//Pv/z//KP+OM//TNCDGzPz6kbsUfyIRBSj7aanEd+KGzaNXMLmzDnr337q/zw0RN+fLXmwR/d55++/99z6+03+O2/8m/y+qanvnEHbxxb77EFxcQUIVhp849RsilldJbPcXlxyfeebvDrSH14lzfNHMKAdg5U4vv/+LMLwz/P4YyG9oyQEjFBVoaqfB6jDdZqoRS4hsViXsAKqSZ0ZhffvkdNGO/jxPt7aYwH9lfxYsfvk5L4v4NQzxaLnWc67NrIQmXYcwYYuxVp550KoEwGJc+lRoql8o3IWTGvG7bXa+7dvcfBwSGX52fEELnqekI/oGPCzSpWS4tSgYvLa7zfopxF6QrjNDENSATbjjPd9z2z2Yyua6eDhtHCnQQKXaW40lQV/RAJJmOcFHPZ9FhlqZoVH/zgIXX9ZW6cHMuhS/nxwtGUhNTpWgISNQaVK1HQe4lriZGLuQNv9j2NY4woP9L/BCVNgI/i4V8ZQ3gJqf48R47QXgdON1uuu56uWLTK7TY7VFzrT9XtL5MFxCFnROA1USk0WornENDaEFMkedE/1LV0rWeLBcoYfI7CPTaWqIRqMp/P0VYO+4LupuJMImO93uDbiLEKYzU6GchymMZURD8wq2rq+piTW4mbRxs+eXTBo+eXrIeOPiVip4lpaoEA473IoCL3H/yUr/4rfxVba1xK6BQIeeA6BdYXA0eHxyzmK65sTVDtFNb1ctdmn6rw8pA9XsuhrnT9x8J0pGRKhzAXl6/MUGgQZBG/jim2+1z2XLrAGSDlyToQxOc/xogxO0Hw6IM8Cvj2C++ROvuCNkK9yJl/5Wf7uf/7OQ0/DLzxxhtcnp+T+wFb1ShjWNUNKDV5FJuUeeP2HdysoaoNYdghHCP3yQnzmq7rePjkCfPFgtt37hBDwBfrNJBFdkxiG9u5q6Mj5mPkMNIS+OjDh8QYuXPnDrHtppYMQLfdcnV1xdGtkxdOJLBLwrPW8sknoif48pe/PBWkqB1SkgtCrvcQZploulAcxOHi2fPnPHr8nMv1hhCDcKm6AVt3VLPjSeCkCvVrLFQODw44PjriyZMn3Ll9Fz94aU86x2qxFHTkuqWe1dQqUVuHj5mQI7qq2Gy3zGczrocAlUYRSgtKg/eYyrJNGbdcMTeaGAKbzWbyGQ6LhYgkhwGtFIv5HF1Q7aZpUEBjHWfra66urkqx1UwPUIiRbbel7zb44gO9Wq2Yz2WzHg8ZX8RIKbEJPQaNzmNsp2a+mJNcQ1CBJhWUY5wfGUiWLkfA46KcyLVV+Ajb4FFe0PYqwIGF3jq6kPAEcgpkY1DVAQf5ip/cP+ed+im1USS1klafjvRDYktkPtMM157QRq5zpp/PcOWkrgG0YQjFfgiNcTVzZcgxE+cZTGbmGoYA3bzBx4jBcNA4nEkcNhUZPS1QkCHsggysVoQg/GS1u3D4fiBmhc2CvMcYuV5v8cEDmXboOX9+yvs/+gH9dsP11RV+GPjB++9TOWlDn19t2ebILaO4/73vc8dF7qxqPnzWkXKi3bRUJkJWGOvKQgyqoCCh9wQc1gb++Xs/lNcpQ7SaQWn668j3fvADfvd3/xa3bp2wXC5BaboQcUrju06i3JX4unrvxZUCad/V1nDz4ICv2ZqnXaR9dkE2MwgzQlJcrTcvIC2f51jMGv7W3/xtnHN0wbPtOs4uLvjBBx+hlaTQHR8fT5tXLkUSSCztOPZ1F7sW6p5Y6xUUif1idiym1+uNhDStVhwdHb/QVXr568YyMPPp4posdAmlkRAARAzllBxMx04UQLtdU7mao6Njnj5/ztXlJaen54SQ+OjhA4xRnF2cYdsKbRtiMhhrwM0gaay2grhhUAZQETknaWIUGgUKtLb4wTNkX0RZ0hVxhXLnfUDhycmgVYVSVigfDrKq8dHxJ3/8gC+9teZLb90RH/8sCCjskr50+d7jiDEWfiUYM3pOpxc0GfuC9emQo3dUpnHsB4lUY/LZLzvZfqUj89HFM66HSIrs7bl2mk8mpalAflFyyEQpkTmgKMFuItpSwgfXWtOpTIyJSmmcVTTOsTo+RBVQLAE+ZHSMeN/SmZ5m1mAqzby2Ux2hlCrUOukCpxBRJhNioKpmhBwkuVZrooosjlb4YeCquyJtFOfna66uO2zW1MExc4FNJTiKUYUfXATNI2Xh7PlzcugxpML31ZA02WnW7ZYHPztnswXdNJjBfqZl5KvcYtTISI4R33uSFhODpqmxSgSoo6Vf79sJeKmbhqqu8e2L3d0UAgoRp+53Ncg7wEQpJVzpnFEqYY1ltqg531wLQKYMOjMVvsmYT4l+x7OjUuoXesf/WhTGTdMwbxqqW7e4vl7z6PQ5VV1ztFxhtWy4OWe6YRBe5pDxyaGUJvRbcojM53NsJSbkbdvStS2L5ZL5fM52vcbVNV2xUxsXBWt20YMpJUIUr1NTxEPbruPq8pK+6zi5cUMelr7HWDul0s3nc2auYug6KmvJBRUdJRI+Ro5v3JiK1ouLC9abjeSKHx+L+0Uup6LyfsTzD6zdnWxms4Y//pM/4fT0kvX2mgzFH9ngfSQlPSHPzmjqylJVhas9DHsRiaIcVShiVLS1JaaBWmmePd5A3rJazVEq0w8dfn3N87NTllXNrZv32F5vqCuLs2JmXylFNmWD2tvgm6ZBF46QUUpEeZWj0hrnqtJuVvR+YL3dsFm33L13h26zpWkkWlkphY+R56enhBC4vr7mnXfeYb5YlAONLDLjw/BFDKUVzcISosIoLQb/SuGHjlVppTpV40vbDrXjTnZDRteFupZ25uk5Z9DF7qvWmLbH20yMhZdYObZp4GDmsHHF5dpz+fgxJ8dH5DwXegyI53DI9EETMqwaR9NYKqMwKRO1mizRRo77+N58CASVWM4qXJ1JyZGw9DkR/YAJAWMNtZP2rzUGW957TMLnyqkgB1pcKpQpS2o5QHTZMy/F6tVWDntXa/HF3Wyu+eiTTzAxsFwuefONNzBa8/HHH9P3PVYbjHFEf8adW7d4ftnynT97n6++9SZ/6a23WeX7PI2Znz15iiKQs90h42XzdNoQFJgsCVZbH/gbf+2v8snzZ/zk4485uXOPe3de4xvf/CYnJzdZLpdT52MoHaFJ5FHWKOecUBRSwpRoc2Md958+IUXDUke8UVx3A70fSPbVyOrnM3mVCGmVojGO2dxiI3zSnOLVLpJ+3JxGdHG/9T6O3ebzar7w/mtefv3Tp09ZHSxZLBvmuS6oUyyxrYLxjW4PL18rWXJefvbVaASBAZQ26FH3UA5nKUa22y3VrEahcNawmFUcrWYM7ZLTsysuLy/JPnB+ecFyeRPrAlqD0hVKO0yuMSkLxSkJFU6ZkQoxxt4XFDz40vHR0jkKQsGZPofWJBJRKwICnhigGzrq5NAEdLJ8dH9NSoZ3330TZQMpB9IrtGbj/Rr/PP4+/nnsLO5fzwncUTv+8tgVTSlN+pzxNTKFPv91tx8iV20iwhRM8jJVZpqjL7+/lxHkvWIJirYDmXXWGCprRZ+h5GDhvUcXEaogptJFycU69Hw7cJgNlUK8+IOfrvP1do2LiYPZjKSURJQrRbNYoA/F7SoMPfjATCmuQodve24fzDioltx/+ASnRbOz7i6xusGI+dyEpCaVsRlCd8W8abjadGKR6VT5HJqPfvgjPnz2lOWqYVhDn3ef/+Xnd19AO72GLFap2aJTRcYwdInkN+jCOR6pQqvVqgh3hTm86TrC0KNSZl7sFSPi4/2Cx3EWHvgIRO5420x7f9d5quwmWlXMwj+urJP7ajVd8Fhj0SWAK8ZI1waG7i8AYrxPVm9mDe1Fx+mz51hUMWkXWzTjJBHFmjGXPgrXb9uirWFoJQjAB3FasNZSuTG3206o5bbvUcBBEXBMNmFWRBQhBIau4+LykuA9KSUePnjA62++Sd3seHUxZ0yx2xpPhgkh44e+Z7PdslqtUAjnxShFMybnKVXssCQ4ZNysRz9hIerLQtZ1HT97cJ+LywuCb7FGkpta70GX6FE9LmARsgg5YvCQwTnLvGmEv52k5Tt0gZgScVAkNXB3McPWmm2b6DpPTpG227DtWs6urvhks6FaHrFYzEhZREV9FqeJunY4o5nV9RTfXFUVrnL4Qjvp+p4E1CM/ayx8eyHHP31+hnWGWd0QQpg6AMYYDg8PefL4MUdHxR6riBhGl5HNZvOFFRdKayo3Q6tIbWSDTSXJSJPpI0Sd8DlRgXQKVNmgjcZn4ReKIMBMqvWcohwshkRlnGykWoExWGdpBsO1gutui1GK666h6wMuJLK2ks5kNU5lKsS9pLGK1bxmsajJBmLwLySP7T+HdVWRUmabBkzO0soyGYsimQqVbbEzEl5tyiI4zAUxVlk48eRMJBFzhCB8vZSzzAugz5GYpJBJkel5DcFzOJvz4Qc/5Pz6krAVax0JnZEY1doY3vra1+naDQu35sHHj/nS219BzRccnRzxrS+9wf/0j7/Dtk1kZUgxkZKIzTKQjWgGcgy025bDmzf42Uc/w9Y1b73xBs1sTrVoWB0eoJ3FVq60wnfBCZOLjvdE8hT3npPw37qugwTddcuThxeYxZK+U/RtJMbEafS8ulH55z+UQvxBQdrzOYl4zLki4NyNffrDWBjtF1zyPV7cXMeRk9AYRrBgv8U5hi1pZdCqoK6jDn/6/vCZ2ORU2EyfCrHmGtu3Qh3Q7BTrYydrPp9PKFXOmaauWSxWVE3Lpn/MdnuN7wLNrMFVRoSSPuIqaJaRmAa8Aq0axL5a/HPFVSWilfBMjVHl3+XDFI3dC6CMXGMlwqXyusH3VFUj4qQkxW/fe548PqeuFF955y4pqRdqv30kfr9oHfnI+5Z2Lx9kxrk8FtUpiu1WyoG+77DWlYPgKGT8tIjv8xijwO3lo9dnzb9Pfb2oMWUu7r1W9m+F1pBUJCmhFtpceMZGgVaT61UMAbII/kyZv7NKeMgoxxADOmv8kPExY1yFUkVLoRUipEyghQ7QbrfiutB7fDuQVUWVMyn19K0482yGQLaZ5AO/8zv/Kj/6wU+5vN6Syn1LOaOyJ0WNU4l2cyUorU/k5Dls5ty5c4c/+d6/YDE/pO+uiNG/ktoEsr8VLIPR8i6lckAunYXGGmonto1WW4ytJ6CFLO4/IURSyuILbgy2MiJaLg4V+1SssQh3xZRgf30Za6RY6gqmTlUR/RXXI6UUKmUqirYlI65OOZZD5F+AwhiECjEWS3VdE7zn9PlzmrpmvljIZlNeq9S4GAhXcIgBlxIxCzEdLUboddNMi68qF388fUyoXQkOGRdHV4khfdf3nJ+fy6YXAmdnZ9y+c4dZ5cTnMEZUEfet12vhyRpDLj9vbO+PhUaKURwvRi4lJZjC2kmcNhaC44I5DCVi2mgefvKITdeWG6yIZPoYiF0gDhGn3bQ7iAtFmCZI5UT0N/pOGmOwVSL2ge31Nc1Mk1PF7ZtLtq2EiISQqKnJZG6qI8LhIbNFwzD0kvXOeDhImHKSYxgEDUy7uE2JcRbEOA4dVkma38RF0pqmrsX5YBhYNLMdgh8ClPe7OjiY/n27XhNDkCJsv4X9BQwF1CXpK8dMIIHJ6Aw+J7SSlun4WZUSVCKVZEQdwGSxdgopS0iKFhxARxEmZmNwlGJOyS+jwCnNxit6v2U9ZFJWEx9QFn5xu8ihRSeF01Y8orMsbrHQJ2CHJu0WIS1G/saQoyyKuSw+VomLQZ8iCYVPUVxbGDctEaZI50sVlfGOrxbKoVIBPiSScvhBFsCMwlhbEuYO6V57nefvn2OqChsTq8NDjLVstlu6ruPg4IBN23N0dMzF2RXff+99cvQcWMVfms148/iY99ZblBppSrK+2MoVG7iAc+IEEMLA6dUVN2/e4vXX7nLvtXvMjw45uXFTrBrLAjSuUyOqorVG7XWLyLtDRs4ZX7iK9XxGNI5ZpYghs9kETBtfia5+XmM80KOUtC7NfkE1Fhq7g9P4XL9cfLzQat0rrgBJz9QF1UqizjdVNbmVCBKppzmbUmR0yZANFmAsyLXQKD9FPxkrZCZUSeldkRhCmNI/9y06Y97xo51zVM6So2dzdY5zmqP5ESd3bqFUxfXVmvX1tdjwhRalFkWoDHkMm8i5+HFrYgpFAJ1lUyZDViiy+O+mclAb0Vlj0DqRkyZrRVKamBTBB1kHciYmSFeBhw/OmC9mnJwcAOlT54bPQnJfZVfvrgAAIABJREFUpqbAi1SK/ZkhXb2MKrzdfX9+WWW+mC6djB0VYr8g3qeEvGqOqrEgLm8979hBpaOn0TnitHQbZApplDao4pm8/xworaRrkeXYZxT4mGgDZJUxMYpTUIqEkEhZE/uEURm0JKEOQ8QPke22J6TM6/feJPaR9baD4Vq6DTlOe2tlLS4b6tzx9t1DhjvHnK+3PHr8TN4rGpcj3/3O/8GNN97hjS+9jTOKzdUVV0lz5TNddDShx5csgv158cK1ZI+7nzNqbAxrUFoEpomMTwqi6DcCkkAMQlUbn1uNEp97JCBHKyVe9W5XT4y/ZrNZKfSFCpRSKpHueuqqx70uJxQakdqJSVPOU6JqKNxlUiaFJEy/nzN+bQpj8sjLy8wKv/TZ8+ecnZ+jR4VsuZDjQ5rHr1OKdruVoraq0MWyzRZhW4bJpsXVNXVJ0ooxsml7VktTkml2ASPGGHxRNo6TRA76sriid5Y2PgREaxR3J5jCnwVR4efSphoXT2ljOuq6Ln574VNtrBBiUcQarrcbfBbrmBil1NBKQ8hEn2iMFUV4ljhtlMKU913XltlM6BFGG3Bikm5txIeOxslkP1o2NE5xtV4z+CICsZb5fIFuauZNxWXfScqNE9oKXoqxCAxDT1OK5pzFIshooUOA2N31vWe52nk+WuvIPnP39i1SHMrmUJw8RjRTKZbLJU+ePcO5mjj0ZEpIS91MNjhfxFBKQRQuWYhZkN4EJCXoV5J7Ysr8CciWIutolkAZJYhpLJY12mis0iL8ybkUwlK4SEtZCk9nLCpr+m5gKIcUklBlZJ4lso5SlmZZkIwWkUmKyDzKaWpTT4gDUqCMz5Y2JfpWyf+orECVBamc4LUdEcVU5ncRsMibmZBywdPkYJuL93NISYqAUj4Yo6mdpXMVb33lbc7WlwzbLU8eP0GP4lkjCZbb7ZbNtmW2XBKi5+OPPyJn2C4WfHD/Y2xKGKRwJUlhRtlQRzTCOoOtS0xx3Ygll3OsDg547fU3eP3ePZq6mtan/c13Cr5AEKTi6CSoeAgSSBICtq64fW/OVRuwQyhoZoWKvNKD+/MaY5GrgFw8Wim+rGMRN5Gw9gCFcdPMMKnCXx7TnPIeVTmh7pRoXWOFEzgidlOTNo1cwH0kb7/o3SX0yc/ghWJnLPJHSy6xfBRgwhZUdKKrkRnPBKN/s7VG+OspcHSw4taN2xzfuIFSQh2zSrzatzGI/ZpyTMhfeUN5ClWQqOgJLR6vS8pktUvm03pHA9i3okJJ4Z4CZCPzVikJkFhfJR787JTKOlbH9d61ehElftW/q7KWjDZl+0Xxbr+TPbPEWojvfzkQjs/zC1Xl5zzU+Evp6ZA07dMvFcUvF86f+kbjaQopK41SuPFjIkBEQpOyEpCgiN4kxllN38doRWWhj4qQ5RAUQkSXeRhDIqKJMUFMaJewCH0zhgRK1py7d79EipqoM9urc/r2Gv/4CfnpFRrZq50yrM+fc+v4EDebcbi2qNRxet7S9QFy4v0//qd8eeg5OFxxtDyk27R8+Mk5674luyXWhQJclKdp5PCWmzoK2nZpd+K7ZLXCOovTmVrpsmrL3kRSkHp5hsv5KaqAtZI5EHMElSfRacr5U/dln2ZlrUFrhc8RkAOnlF9SB+m9ez/RvnISAWVKIgSXF6CSdEGGPhJ+QYP516MwzsXfV2tJ/kI4qqZyfPzwYzg747AIuEx5IMeThTWGWV1zeXkpiFxBZZXWEotsxO7Dao0qRei4EfgQ2Q6BBZJwMzobxIIEHxwesr6+xhgjXsWj12sShanSWgR98zlqT5Uu5Y38v9ZavJKTTJ7KiJ1TUgpX/IRTEP9bZ8wLrT0FqCzvM2lF0k6CSoJMgNpaXGOIdYli1RqVIORIVLtU15B7Do9uEIctQ+8Ln7liVhucbYi5By1+nj7FgjhqMeu24umYYhJhzHKBdZUUtEm4cBopxFOGrBWVcRNHOOVMGAaqqoYEQz/IA5SFU2uMYbsN3L11cxLeKaUIZfPd8W5h3XZo5cQex0lMpEL4gr6IMD/vkXOm6z3KihODLIAZZS2VigxpV2h0KUGS9rVRiqQgqIzPHhcrQZ1zAqQt1RtF7jJKR/FnL2lZFo2yjo1yRJtxBjKBru/xg8c4aQnmDJuhozGWQIScaJyhqSspbBXEECd189jFkL/sEE9tFCRVCmxBQoIcviXSurTVSHFnyRYjWRUhaJamq9AXDErL85aSLKZd32FmM+h7jAKVI50XIclqteKrX/kK58+e8+zJU9rtlqHc67E4zjlzenaO94mbx3Nihsuu409//FNy17JoKqgkLh6yxMaX+1fVTgoPB8fHN8hK4+qaBFxcXvGNb664eXIytQZHp5h9pfbYBRqGgbquy0EnSSjOIN7VzlkOcKQUyCEy2Mz8qKaZzX5h6/fPbZT7MnpHjwIVay06BlJSkr5YxsuokoZprctqVyBn5FAwblSD91itMHWFMVZoOaOzxFQYT/1AJCJc/u4KmvSCwE8X+oFAfNP/7xd4uyhYSZp0xk6iq10RW35uzpMwtJk1nNy6ydGNI6q64fDoJkPwWCOai5gzs/kCQqDrIzk5ApJ2KJ8pF6BA6Ec5xQlQGRHOnIXmthPJCe1Pios0FcjGGll/MSgxucEYjbPik/z86RXOaL4+f52qMS/cn32qy6vuO9PamkvB/eLX7k/JEAKz2Xwv/ZDpUPRFDAEsS4dDS5w2fPogsH+I/Uwu9HgyKocrUw4McayKy32khLoYLWCRzhmDwuQkqLHVuEqzmFvqVJDTAH2CnAUtHT13U4745AmbAWMUSlm0ssybJTdv3sFgcYs5X/7KV7jaDmzWV3j9Z6QPPkarnq7bytehi83bNXcOKm4dvsn7P37M04s1zy5awhB48vCn1Isld177Cn0b+bM/fY/je7eoaoPWQfhrBajbXd8dUjyCkeMBKiuFc5pl01BpcHovCKbsD1rtXH+ytqQstrPkIAiw1oQhiA7AGAa/03upUt9tNmsqJ9S1mOTwINe/FO9GTUUyyME3lbUnM3LlpfZTWhexecSHgWEIoH5+l+7XojBWxkghUYkoyw+D2Hhpwxuvv87jx48l+KNpUDGiC+oTYmTQGt+1HKxWrDcb1us1s6bhxslNmrqRhRAmToreWzC89zx+coolc3S43GtnaVarFW+++Sanz5/jvefu3buScLfdTm4TZOHYrg4OCF3H5eUlR0dHYn5feDDGGKqqot2Io4LKWQJE9pLxcrmpU1Fd/lxVjs3mGusUq4Mjnj5/OBUhE41BaZpFg8+Bht2CoBPCB82Z9VVLIuOUwaeOedOAMgxBIpX7IXBxccHT8+ecHB0TikjEugrrMlU1I4ZAt93Q1I3co+DxXtANVT5LVVU7yy5drDGSHDjOzs45PT0lhsjh8QHVuEgoobds25a6aairiuv1GqXFvaIpnGOTFYfLJZu2J2WwTrMCnHFTNPgXMVLOYI3cW1viQWPC+sgmeg6ahowlaI320qXwSSQexlm2UYzqZVFPkuiEBHLkaDC1ZduuRVlfWaqUSSnQ50yOsJyvCMnTtx3bzYZ2NcPmGpIIDkLOtP2Ac4pq7iSGOe9a6KqgwGNXY9yUg/eCSlsriAblGVKybI5Fj1MalQs1YkRYCk9PbCtjSZpyhCz+02MRFXJgvRnwPnDUZJxVJFVxeb3h6rpjUdppK+Oo79zlwdEDrs/OGTopjHPOPH/+nMVigW87Ecy2vXiZzue8du81Li+fE04vSaHH2ZKelMbWmwKVyMZhM7zzzjs8fv6cwxvHfPPb3+Ib3/gGq+WSq+2GSpsdGlkO19574VwaI8E2ey36xWzOopkTY+Bic4VPkY+eXXGxhvMtnLeZPiVWzk6I4ec9fIw8O7+crJas0aSYmTdztttTonJk4tSt2KePgKT7CZoGuRz0UIqsRfk+eM/JyQnz6vCFn7tr5cOIO8fMDr3KyGGbHWVi35OYbNBIKqhQP1783mNBPNqloXaF6UipG+f5/tfWVUVlLOkw8Nrdu6zbDc40XF0PPH7yiNPTM0w22Nmc0LcsVxVX5z2iEbKT321WmZQ9MQodYSwcxDdZo+1OTGi18FVV2nVoIJOjpAgOW/Hfx1akHKQrRSTngE6aTx5ds1ie8uV3TorHcTlS5J111v41L3+TX1ke0pFysi+y3B/r9ZrVsrhQlE5B6QNN6OLnOpTQXnKZf+WNTMXvSBf8FNd9r/Aff99/hdYKpQqfOxuUk32mdppZZWiaitmsEoE1UGlNyhqt5M+1ScTQUbkZwyBF68wV4KsAb0Pf04WAtooDV5HCgDKKiOHp2SXfe/8n/O7f/Lf4zXe/xdW6J9slx7dOOLm7YbH4F/T9NYoKV8k1cJXDaVAxYZXnG1+5xW/o1/jf/9/v8jRrNhenfP//+7+5f/JTbr7+DjcOaq4f/YTGZp49fEgKCacNsOsYGrUX+FKutxTGIrprastCB5wzpOwLgjuKdTNGWfpeurrWukJbKNqOLPNovmzou44hJLSy05qaUsTohGvke2AcPiRiyGJBqDRNpZiZxKaXcHZjxCc8jVREI4ErMcIQYrHN260jv8yB7teiMB5H20oBNww9Q9sxm8+JOfPVd9/l4YMHcgrIebL+iIWHmrVibgyurjkuRWvM0MYg0bTOibVZQXr9MPD06VN+/OOfYG3Dg4+2zOfvUJcWLcjEmM/nvPXOO8yWC5I1zOuaoR9Keo205WbzOcMg/o6Hx8dYLXY5IxpQ17UU4ilRT/ndiVwiqhXCZVocHpDGk09Bw7teUrEOFkuGdc/JzWP8MNC1EuNojcPHRFYDKmecFQTaOjO1faNR1AsY2gEfE0PX0SiNj4nNEFgsVlgUJ3fE1L7ftMyaGTGCHwL1rEG7im7bUbma623kYKlxBrabnsvzLa99+TXCsOX08pKlqzi+e5uYMts+SoFQW+q65sbxEc9PT3GuHBxCwFUVs/lceKPFScQ6hx+GaaOZzWaEGLl14xj/9Ixt8DSuptGVXNe6fuV8+jxGJtMPkagSVbH5QSt0yjIPUHjEkgaydAVQdGQOtcXWcNUFrGHisIUsiGyILa3PhJywKRMGjwHmVUXwAbuoob/Ep0g8PWO9vs1hOMZWBqM1Q0wEFbG1ZV43zOe1HF5gEjCkcngaA19k88hYZ0kp74JbDIjDp0JncBT/SAMecDHRJ6FyGKNRzoktVC6tyMKzU8izNaTEZt1xeHTA9fU1RolA7nRzTTd4lssV81qzWV9hVyvOHn7M+uoKrRALsRR58OABs9ls8iNXKPqguH37hIPlko8//piz9TUrp/k7v/+f8vf/4f/As/PLqRiSAszhjGUIgbOLS779rW/ztXff5c033+RguRJ/8qqeLMhEHyDuA7WbyfqjwDrHkOWwGoZQkE1DApytmbmOuwcHXFw+paoq7h0sGbqWH7//SDyvv6DRew8ocoxsti1DiiyP55xeXAplhx1N4mU+X85CE0hZNpv1RuzWbt68yfHx8WciluJtWoTKeWyKiw3TDoksG3OCFzi0aocUjn8dv2aMrx7DnCa0uQAeI4oaRyQ5hilVT7QnQmdydcW7X/sa3//e92n7gdPTC54+fsbmes0weD7JiVmlueVmtJsNanYD5+T5kFx4MBgikVR4xplU0HcJ8dHKCJVDK2IQEfGoJhsLuyF4rLP4GEQAZpQc6kqwAiS60PGTHz9lCJG33r7NfOkKuvliwfoyf3j8bUTcxrG7v6pwveHw4GhvbRiB1C8KL2ZaQ/bnoxo7Ur9Enf4CdaQckkyW5EKk9kJjsFYxqx0zZ6isxpBJPmLGkCpTrN6MJhlNUGWPVwrtNDYJwooRdyY/DMR+YO4clc3cXC3FnScZ1l5x5DJf+8rX+dP3fsi7v/lbLA5OUErRtS2h76jrGdo5NIaD4yWLG8d43cvtTpoheoa+x+bIX373Hg9Ot/zso2sinnj1iIt2zcHde3RnP6UbtjR6Sa2zHOxKeE/SipTFGaU4NGMUzGtLUxu6mHBWc3g4ox96GjcnxR0dIhLpum7qjsTU0xQaDln4933w9D6BstSVdIgEtM5UTmEKp93OavH2ToasKhE0t544JPTMslyupuj6mBNoKeqdbQhJ0GuHQSk5xIeciGXS618wf38tCuOchLdljGF9fQ0hcrBcUs1nLKoa4Z4lzs/PWTQNbrUSZ4QxFenoEK01B6tVSaOS03cahMcyFMGd1hofI588fsyjR4+E95I8xohjxXI+n0Rc3nuu12vefusturadNoGx1T+Kaqy1bLdbjHO0bYsvhTFlcdNac3l5yTAMeGvZbDZi8Taf48vG0ViLTonKVfi084oc7XE2mw23T464/+gRt48P2DQiDlRKMwyek8NDcWgILdebC2bzJcbKiav1HmcUy/kSrEUtDxiCJxX05/TsjLfeuEPvB7Q22FnDervB+0Bla2Z2RmMVcVGhkmKGIqXAxeUVgw/cun1Mv7mSFMDNBrdUbPuOto1sNj393JOOLDnJNXn77bdxzskDXJxCxqLs8vICldLEMY9FHGkKIpdS4vbJsahZlaKqRNg3DMML6MjnOQwK4xQ5SeSyjmIbQxGvBbWLPCclhgxZaxbacNW1BKNwxf4v+IDVVmycQhSvUKtlHqcAyrD1XjbRDLlWpBrmvuFpt+bJ2TW2OefWzcztkwNmVYONM+ZNpKlq5nVF0oq2tM6j2m0SxkjaY0ppilKVtzwqwDOVLgtMEkqBmea5mN5jLdZI8RxTIiZRjmutJYGrIK5BygSOj5YYDYerGaHteHpxjbKK48M5jdLUFmbNCU+ePmWz2fDal97k/OKc58+eMoqlJpHnfC50Bt/z+PSU623LwXzJrWpGe33Gf/P3/ltSFEqD2DxR4toP6fuOb37zm/zmb/0Wr7/+Oic3T8RHuzjI5JwnyoYqFChlJNrUWitrRkwoK5SjnAoXDnbplk3DdR/4jbdu8uyy5YOPnnH/40tWRwfiNvKFDIWEUmSMsTQ1VCWyXO5nPdVM+7y/URmeEcrAs4sLDpYLDg8PX8nxfBUKKdmZINVIfqGOE4DK7Dij++9YSRt1LJ9taamPIurGOar54qWPKYK9HMX0VltBch0G8n6U/A4Rn8/n3L51i48+ecrPfvoR3XZLij2JSFaZ3keePnvE17/2LT563EFQ8n/ia0BMGVV8deV978ILoETiao1SNcZS0G/LmDo2Ct3G8KiQAypJmziniG4z88UMaxuGlPngg4+prOO112/QLAz/sk2IHXInc3i9vpZE2hda7bvi9Isa+44oP48q8Slu9UtDLr0USlopcohUlaauArVxzCvDbFZTOcsYLT0EiRbW1uIa4dw6vfN2tipTuYFNnwtrRbQd2WRUrams5eBojhp6VNJcr3ueXHRcXW+5/5MP+S/+zt9lsTrkg+9/IC5E8xkHN27y7d/8y2z/r0dEG8k6c3jrTX7nX//rbNZr3vved/nwg++Tsxers5Q5mnneurvivB242vRcby7pPr5ApZ45miEMRJVBi0YmR0NKCq86rByJaSpNU9nJvWZuLTcPavq+ox8Gua7sOg1KKeaLnSuF92laA40xhMFPz/Mk9CaKna1y5ABD6qfDqk5yYO2GFh89aEtQGm8a4maDaKjq4p4ilAlnDJdXl1TVnKwzOiSpq3JCmUSvIv4vQmE8UhhmsxmL2YzsPb4fuLy6YlNXYqBvLbeOjoSbmRKXl5dcXFzw7rvv0vuB2axhvdlOjhAKyEEiFLXWxGGAJK3X8/NzjDEcHx9z4+CA1+7eY+MH+r6fFqSqqjg8PBQBTdezWq3QRckuraqMSiIAOzsTL9URAa7qWlBP7zk7O2O1WmGtZT6bid+ytYImliCMqBSPHz/m7q3b08/PBRmflbhoTWbV1BzO59xYLCTNy3vabqBy1YScpZzY9gO9D/jg0c5x82DFrKrZtlu2m5ZY6A5N0/D/M/cmsZJl553f70x3iog358s5a2JRRTYpEKLUaEuAZUANWIANeGPAbsALoxcNA94baHjhVa8MeOlFAzZ643FjoG0v3G3DsNuDJFiwJUociiUONWVl5svM915MdziDF9+5NyKzsliUxKrSLSSZGS8iXsS9557znf/3Hw4Ojgl+oHQFV9fXHM5mzJs6FzWK0LeEFHj06CFDF7l9coSyjnomYR6KiBnEGuXs+ARTFnSdcKWrA4UtLO1a08x3VkFj8p7Njhw6G8mP52W1Xr9QkDjnJpVq6jv80NEDQSfqUgqY7ivjGMsSbbUWcVcQZDRpTdk0tF2HdVI4OoAYGIYeXRTY0lH5lpQMMQUCAUXEjm3p0qAH2JaGAbBR0ThIKrLRnqozLFXFttugkoGhpzCKg1lDUxbUhVgF9UkRfWAzDBzEgEki+lExSex338t3MEYcT2IUq0BE1StcUkUmBWfELtv4kFBDYGSFppgm1w1tND5GMcBPgh5rk4uPPrFdbzk8nhHbwM8urpjXBYdNTVWI+KnrOvrtlspIiIJGcXR8zHK94fLyOakf2Gw23Lp1kydPnvDgwYOJ69tut1w9f85vffc3+T//nz/i7/87f491v+F//Rf/F48fP8U5R1PV/NZ3f5Pv/fmf8eDttzk9PuH8xrkE0OT7cKQ3jXGvSYk/NDEHomStYVCgvH9hYIwC1JjbqLOyotv2FJXi7r2C+uCUDy5XL4N7X+oxIoYqE4ZDingUXfAUpsSQJmOjfS9j7z3JSNfs/ORk4nnKe34arRwL3JTpFjomVAyZ3rnrVORXvPJ95DlqEgNprSUsIS+OaDVx8V943fiuxmRaBTuY+SUahgB8Blc47j+4zw9+9DMODo4xaPoBBt8x+MgQEvQtV5snrJYbyuoUbUq5RXIB7AqQkCax3rSZXpb2uNHD0E+/fxQkjQWGVi6LxCNVXvytsZiiQCkpOrreUxQGV8z4+QdP6UPgzr0jFgclWodMl5DNz/53fVVRu+MZi64gRWmRmylZL6OzCcH7vzKS8S5EZt9TGXYhDvK0F8fRqzjII5d4nL+s1WA0RVVRzAza6UyNSeKdXmpSNCRrSCaRVCBphXIKW1mSTXSbLUUUR6JhGOg7SS11VlMZjdUQVmswim0/UJQN56czDpqGQsOTi+f8xV88Yf10zfHdM5rZjFl1SlKK+R//IderS/rtinf/5M947e5bnJ3f4q1vfpezB29x8eQRF598wHB9RZXOKQ8Vm48/4sAVnB8fc1B4KhsZBsNl29Fpg193LK9WXK5aooVDd8rxUc1cg7GKIXQ8W7Yst4GDmUYpT1WWHB8dSUKl1ihlp1CP2Mr5tSNwojTRSyBZ2/UENK4Y70U12e6FmPUYZYGrSlbra4n+1onCQV03GNdwebnherXFxA0nR0f4vsdag9FGQnRiR1lUci0TFGXDEGAYPF73qIXjarn5hUPsb0xhrLUmReEqAsLDzTZB7WYzcXVL57heSkKaUoonT57w2r17zGdzrBXvwNzUIrmYye6JoiyJIXB0dEhVC0pQZHeKZAw2WbmQebc82oiFlEg+0PkBpwSZkOSbHXfs5vk5JhfkZSnt6pGbY8uSOAR0UhPC7MpS+MVJ7NrGgvH58+cv8HRHcdEwDBzMF9nKS8IUmvlscrS4vhIOY1EWBO/xXY8iZs9nh3MFKXgury5JmZfc94K2V7XnztmhiBWV5nK1FPW1K1DaEELPxdUVVVmyWS15fn1NSLBYLDicz/CD5+lyybysaeqaZ5eXmLnKyU4DXQpUZjFNTqM/cVkUlEUhKmylWK5WzBYHPH7ymHnTTEhyn1FMBZicaChClQRReJ5d101t0y/9yLTHUmtJwEpJeIqFoc8bgNAP2GzbpIyhNJaowaYsziAi5lWi34kREWdGRxu32BCkWFGCNhttIShCUlTKkWYVRSgIwKbvWa43OA1hVtJ5j1dwo9Y4U0jLcUTixuJNa7EfzOKKqJREOmdkGKWy+CEjStndQStRWJu83oxFk8kVkFjLiehER7GXU0rRDbLYL2Y1qgs8XW/RpeWgKplVDmMU0cvGaRMj2hoWiwUPH35MjInZfCZ+5MMV8/mcy8tLQgg8fPiQ27dvM5/PJU7cOT765CG3Tm/wP/6z/wkdAwnNyfExY+riw0ef8MbXv85r9x/w2muvSbhM3rClJF7EYzHnU4Qkvq67whmkca53Yq8k7hxqRESUWNCZwtGvO/p+IA6B5AfWy+uvDHlT7PFQU9gTW44RrOI2E8iBLH0vc9HBAleVU4LcfrjCjj+843MqlcU9KU0teDUK1V7YFewXMHGkNk7n52Xl+hj0YnXmBGT+6wvE4Zf+OdFo4qururE4LpyjqSrOb59y8fyCENakjSWEXqgZSuH7nmHr+cY33+D9n1/iYw9ql74mgE8OaUrZ32Ms7qef75DPlGkl0zlUKW8kpYDWShNNxMYcHGNE5xI9DCkQfODDD57S9T1vvHmTg4VQzF6lM9ovEvdFanvPICaxzXpRlDeZL77y/H0Zx/ib9+kdwMsasr3HX7zW+99To9Ba4YyiLAwQKa3COXApYgYJACqNoSoSysoEHQ04C66Qbp/VGoO4mijncFqjY0SZhCs0IbtHRZ1yTSG2fGdnt3myHPjw/Yc8efiYWTXj33r923z48SeU8xXnN49YnB7jqgrDBu80Q1SEXnN9veF7P/gBd7cdSSuWV8+ZlQWHN29zaQ3bdcf7P3qX40XN6b1DSqcxsacPSFpuVUBU9GVi3Rxwo5+JVZ0tSYXGEum6Le26pW0HVIRCCcWyT37i6RtEa6OBWd3QbltCCHkuzWM5iqh8VlUkZRliLyYCRhMC2U1JEQP4IbHyWwnmMYaYJK00Bk+MG1SSzt/h7ISh6zB6DAaR+2vcNIn4X+z0rApiL+ckelupGc/Xl585xv5GFMYqcz5iEGHO9fKazfWK05vnhBiYzWZssm/p8+fP8d7I/9J5AAAgAElEQVQLgqs1jx8/5v6dO3LTZvI4WR05Eq2nKN68i2kqsfjS1rJtW3zmhiqyt3AuPq21uOw8MSbI+RgntWTUURLwmmaa8MfCFmTRqdCEbUvUehLnTC1JwCrx+PXDQF00bDYSl6gQEvlsLuiVsyLumM1mHM4XzJpmKuwfPfwEZQ23zm4QjCEkMFn9maKEGAxDT9d3lEVNYXNWuQ8k72mHgaooqZyl81rSm7SICrQxxLoC75nVPckYNtdXlM5iFwusK6nrhrIoqeuaoxAonKQBaWVRWuHpqNQM5+zU+i6LApNbsoP39F1HOZtzNJujrRX+KlDn4l8rQSyb2Yxi9J1G0LtXJXF9qUcSIq1PwicrrYyltfc4IxOkVQavBGUZW10pBlTSaGcgpyklNCm33oZ+wGhHP3jhLKvIoCJBgzGWNq4oqpJ2qLDG0W07Li+eYbWi54wm9Jw2JS5pSH4kbDK6K4w89JgDM8jIyD4UNAxDtm1K8vqkpHof1/hMrdBaiqlx4VQpYpLGJ+Ert8GDSqSgkHhm8QC9eL5Ca8PRrKEujAjAEsQki0wg8fTyklkzY71eY61l3szYrtakukbHxPNOOjp9P9B2PXQ90QcWiwM+efKEb77zDf70T/8/7t++za3bd1i1Lat2w9HxKW3X8eC1B9y6eZN61lBVFWVZ4qydTkOKiXXXYozQXOT8iZ2V1cJu7vseZXT2NtWMCig/eNq2k80FAVNaisFSp0QfDU2lvrLCOPFS0ZCS0A0SdF1PVcwgJVbrFUVZ4gqXr5ueClEYi1yy+4i8s87dhB3KOCrGmTjCUid/2m9WNlhjsZv5w/l3hSj+pVM4BtnyTCmmpBT16mJ4/3jZYWP/cRDOOCnx2mv3ePzJI3zXslmtGDJ/PGW1+/X1c05PTlCxJwWbQyA0aC3R4lmAHWMAsn+rNnIOkFCV6cyk3QZA9gQp6yzk1otEVMpp6wFQBm0sJAmU8dGzCZEnjwI6wZtv3ma20OBtNuTNBa3ac5956XyMf4IPLJdLDheHUtTsbWykSzZe6a/meOV8/9Km7MXN2d6mK2X0XEsxVlhNnUV2SktCnEJok4URmz7jNMaJu1BMEauseMPjcMqiVCTEHu0tRknXDQKlc0St6FUgpR4QCqYDCmswzhLoiFqzODnl9sk5m2XLG28/wPcti0LjraFFYqSPb55x+eyCto+UoWPTXjIMK+pqTmUNXbckmMiTxw+ptOXssOTgoKSpxIJTG4dVihTFHUo6tpqoLbaIwjlWCY9nfbnCuYphiCgS81lFWZSkFOjbDSklZrMZKURCFOAk5YzuuqkRBH/P6laBcYYQEk4bkpEQqD566TBGLQ5YSaKzrdXSwQppej0hYnXExECMeUMeIzHXS9YahuAzR146uCHsimYVE0Ylis+hGn3ujKyU+s+VUo+VUn+299h/rJT6oVLqT5VS/51S6mjvZ/9QKfWeUupHSql/9fPeH5jQ4mEY8EG4iSEGrFKUxkpCUdrlbxfGcnZ0zPHREaUrePzoEc8vL7nM8c0hxwSPKnvhHgr1gDyJjhOB937yNB55MZN6efx8o6F05tUpJYtiWRS4XESP7bzxJtTG5HZtSVmVGGcnJHi/MPYZ8bTGUFontmhdz3bbst12E085pYQ1mvPTU27fvMn52RkHiwVGKcqqykCEYvDDZK5ttMJoIHo635NSRGspusqioK4rnFa0bStCDwXOlTk9JqKTZJLPZzOqouBg0WCsoZk1VFWJNpqiLDg6FBS+KByHiwXOCfpeOkflHNopvB+mhXgsBPww0HbdFKeL9yyameTQ52K3zoXKuFgU2at6DGLRuZPwKh/jL2PsJkAFseYSdXpu7WUhmtUqB2OIG8RYlJLEb9oqnQ3i5fpJ3Rmz64h0P/oc3GFycZpiwiolIl1rEEW8oVtv2W42bLqey3XL1dWaEDWlMjJhjcUwO5QIdi1ynyeRFPeLZjFHD+OiOfrMJgmSiYmcdpftAZOIm5LKxYxSE5oQEwRibglrBh9YdS11VbAoC7Gh0mJ1FOK4ObS0fZeLHUHfuraV+zxrCeZz6RbNZjOKspwQhG3X0g+e9XbL6dkNFscnuKpicXDA+c1bnJ7f4MEbb/DG629wcnIiHZ+qwhVFLm5kHjDWkELE5msrqDvZcJ4XxEjjwjuu26M5ffAenSJVVWCtofOeTd9TVdXUJfuyx+5UxuYLmoiE4OmHgeeXV1xdX++KWeTeq+v6xUI+jynxV5VOnRj458fyH4UUzuJdLD29VxU3+5z3MZBjdBIatSP7XGcYvVDJ32Eshl6o3f9Sx/gZYkqcnZxw/95dDg4EiAn5c4TcDVivlzy/eMTJ8ZymspA8WsvGYB/RTLmLMBXteYyk7F0uBXK2xcobiulzjJ0HrWRziTx3TNpjQpoVKWraTeDRx1d8+P5T2tZP5yzmgna/AN7/swtYkIJi6HOUbwLvw7Q277/mFefuix+36rM3ky9yuV99ZOt4jE44I4KvsjCUzlCXTtZ157CFw1UFtizQzspcq8WubfQpzDMoMXpi9IJ8KiW2qlHCKYwxWGdwpaEsLUpJV0Zp8L6lqhwnpyec3LjBnXt3+PCDn7G6vMZGQxwim6sVTx4+5JOPP6aqamxheOdb7/DWO29y48YRlYPSRJyJfPzwZ2yePUZvLqnCkntnNYcVmLjFpoHSQG2TyKi1IyhH1A5tJPpa68SQIlfLDc+XHctNwNqS44M5J4smn9/E2NkYdSYTXSp3gowRP+Gxvkp5Yxyixw9dti0VFxXrxs5b9uBn7KIkhqEXj/+o8CERgtzrYdh1uMbrnVLuuAYBcMaieLTMjFHcXjQweaN/xvHLQBX/BPj9lx7758C3Ukq/DrwL/MM8KL8J/NvA38qv+U+VUp8rAxgTiEJ2KpjP59y+c1uK1a6jz6l4RVFw6+ZN7pyfc1BVVFXF/Xv3uXjyhMcXFzy+uGC7bSX2M3sDB+9ZZbR5FGmN6XfB+ykkYLvd4odhMpxPe5Y/KMVyvZ5OWN/14u1Ylqgo0P3IT05J2sxjtK8iUdYlGMNms5kKvjEGcb1eS3uybkhxQNgcsuBaa3PErAyUw/mcW8enHMzn2KKYJu+vvfUWs9mMbdfy/OqKq+srtputTGZ+wHvPpmuFD6pkZTLWUJYF1imCH4ihz4tcRKVAChl9VxqrDbUr5KY0iuOTI+aLee7FamZVmRFPcuyi/N3kSaGpJIq773s2Wbnu+56+6+mz5ZV1Dms03dBLYUVetjOyHwBlLd0w0GeUu81Ivst87q9i7I7oUTdIi9XmTkVQ4u/rAJ+EpxlDIoWUkwthiAFlNGHiWsrEMgwD7TBglSaEfux5A1oCIYJwV8uyIoSYiwfpbCjrcNWM7mrD9uKKZSvFdfTDCxtCpfSn0J6X/XnzeZkW1cDOkmsseBMpi01hvw2slHD1MEIxcVoQYmUSRkUYPOu2oywdVWmxSjoMpH3kCpqy5Gg2p/OeoizYbNZcXl6yXq25ur6mHXrOz88ZvKdpGs5OTjg7OcEZw5MnTyiKgh+9+y4nZzdIxvDs+pp6ccCbX/s657du853vfIc3Xn+d+WJBVdWTsMx7L2ufVihjqI2lVNIuVUqM7/0w0PW90Emy48wYOdz3/SQqretaQklQOCNdjovnGz74ZElIjjB4XnF84WM3RqEjdJ3oK7q+Zzv0LNstbbfl6kpajfP5XKglcmWZmtljQZoHkiIHZSimIpaXCqiUgKgZf7x/7PO6jZKghbGwjt5DjFhtKIpyet4+L1ap3Z+/yvFywTeuOW++9QYnp0fMDxrKqpi+vg8BP0Sul9fcf/0OB4c1ioBF/L1DCFizE37L5wXJCgvCT2XcRCViCqTRDyBJ6meCXJzuFv6pk5FS7pil7AxgiMkSgqHv4Sc/ecTjT1Z0vsOTaTGJbI336qJ4LDRijNSzWabSQB98VvXn2JLxPH26AP0nfMHjVjoSOwR4ooTJe74gBJs2X7m7pRBgXitFqS21NVRWUGNXCJhVVRWzWYO1BuesAD2Zwzo6YskUGEANJAYSYdI3GaPz5s7KLtAEjI1UpWbWFJSFuDSJLWbHyeGc+3ducrCYUc4KLi8f8b0//h4//vHPee/9D/ng4w95+P77XHz0MU1V8+D11/n9f+3v8tu/8zvcunmLdr3m4vFHPH/2EU8e/pS4esprpwuOykSZeqzvKWNPo3oqOpzfoMNAk7MFlNKURmEJXC03XC8HPni44Vmn+eDpEmUqbhwecVQ5os91lJZNgoy/PI5H4wEUXdtN12ES36aUNwxSl6nMlXLOYN1oGxgniYBWSsTMSeGHRNsG+iHiY2II0jUdOfgxSmDV0AeMKtiXe0gdFPN7yXgdg9w+6/hcKkVK6X9XSr3+0mP/bO+ffwD8m/nv/wbwX6eUOuCnSqn3gL8N/N+f8ztQSlFVldiaBE/rPdv1hvfefZcHb73JvVu3BU2KEYwhOQteojLffvMtVu2W1Xot1l/ZC5nMM+mGYeKtjihxjFEEYmXJ8voa6xzV0dGEfoC0kXvvQWva7ZYyUyGWqxXtZkuTkUwQMcA4UW+2W1CKw8PDifdWFI7Hn1yJx+lshlJqWkTX6zUHh4ds1iux6soTalEaNpstQz/ycks00G5bhhSx1nLj7IzoPY8vnrBabaXAzwty2yqePn3K7Tt36FqhaDR1jRmV9ClRVBXb7YbSFthCs1xtBSHXiiEldIqUZSPvCZwdH/Po0SM6s+H0+ARrLVYbiIm+lTz3MWIbyJ+jnZTNyTkK56hcgWmkneK95/DoiMI52tVq2lywt/BZs2tLtm07TeQ6X8NXWUN9GWNXxTRxaYMW1DQmJOHHOkKQlus2DoLgK7ES7EdU1llUDMQQscmSlGbQEi2elMbiaZImDkF4yU7W5T4pgharG1KSdDegto5SWT66uiKsLnjj/hlFU6BiEERXiQ1Pinkjms/bkCevcRyPThraGEJKmCiIVUhJbA8z4lUizzXZRUTvoTk+U6OkcAeLFPRdjCzbgafLFXdvnVFaSz8uyoMnAc5lp5bCsahrVlUFCuaLOaV1FNrwwQcf0A4Dt27fph0GFKIB6NuWmOD46FhU/U3DEAJ/9/d/X+wAraWqGxaLBXVVUpUlSQv3LPiIsYbCFSgjY68fJD3QOoNKChsTUSW8T7RdT8owoFJy/mIYU9VUVmRLcbTqO4bNhhQjdVVz3CR6BomH/QrGbt/3/MVPfiouG7mgGP3X3/ramyTtMgKbW6EjDyL/7wQiTH/fK4CZutWINf/Is1C7v6fcElc7lHYqonOx02UOobN2t5lLYwTBuB8bu3tpqtt3b/PptLP9tvpnUbDGYstay9HRIQ8e3Ge1WhKC5+LJE7bbnpRAhcRqs6YPLUmJSFpoI0NuAtkJRZsyJVXEB49VFlLMyXw7JxOVETOxadMiGkwSn26yI0fqe+laZqtKEct6lFY4o0kInefPv/djhnCPm3fPKUpJeNVJvJZfdYxjdrvdcnB8Qtf3jHHd+52R/ev80nn7EuoFoSnonE28v/EKe+vAtEnPHYxxtBorCKU1lqYqqCqDMdJd1VrhCkNZOaxWVEUhtCoSKcq9rJRh0VSsN1fEoHBOgmswipgCxmoO5jNJRNXQtkKVdM5htFASiqphvYwoFUn9lrODm3zta79GVZc8eviYo8UB18Mztl1P8gOLRcFbb3yTqqlo2w0ff/SI61XH5vlzfv7eu8R2xYM7J/zW1++inaHfDGyvJZpZNNOBRIe1jnbbonRkVkoEuSoqth08utjyww+v0UmjjCOGAZUMzy4vKXTH2VFFWWhsWdOuV3S9p55rWf9CFAAo0+yMdfR9S1Xm9N8gHQethFIaBvEsLoocAJJRZoXQ/nySrpyxJW0f6H3K8+xoeQiXz1dYI+uLDwmTQGuLNgXdsEHb7B9usj1iQjacQYDBX3T8KjjGfx/4b/Lf7yIDfzw+zI996lBK/QPgHwDcOD+nz3B7yLSHmBLNbMbtu3cndwidkVZ0DrnIvrwh80tunJ0RgnCjQArcmzdu4Kxl23WQF6xxp90PA0fHx5RVxfNnzyTJLiPJzjm0tZRa04fA4dERTknoxMFiIVNciFxt1pTOTYXftpUADeucoMPG0Hcd6/WSGzduSJvFS3vLh0DdNLRty3azwfuBIe9qrdH4fuDjR484PDrio08ecvf2bfrgJQkJiQlumgatFHfOb/KDH/+Yn/70ZyitODs74/DgQHbAdc3Pf/pTjg6PsIXFuQJXOrSW6OGmrhjalpDN8CV5zWE0pDBMiEeTI67v3bo9Ie2CaEvcqkeSqoq9hXYUbRljWK/XHB0dCYUiJQolhb7SmuX1NZvtlosnjzm5e4ebp2cUSrNcLgWdn80EpcutmZHaQkwoH7i8/Gwi/Rc5dg9Pzug3HbosGIaOFAeUKwhesx5WHFhHZR1d8GAtUZscAOJFYNpBGhLUli6I60MdJZEuanFy6EKS2OSYUMqgjWbYSMt75Gt6Z6By9ENLqXp++7tvcGP+6zin6LuOmXXEvKNOUU1BMv3oY5uR4H3EaNrp53uui+I/a7XEgAYvUd8x7WKCgextK8iS0QanDTEEuhjYxpgDZAzz2YzSiutFyEW3yciqyg4v3eApmgZ1ccHXv/Z1/vAP/5Cf/uQnpBC4efOcrfd8+MknfPvXfx01eP70e3/KerPh9u3b3Llzh4unT5kdH/Hd3/jN3GG6x8HBgXDbM7K7mC8YgO1mw2KxmIR3MYSJtjIkGLqeGL0stFrEsWVZTt2KlDerxtiMOg9TQqS1loO6YYXDrw2qthybijC0HCxmnx5kX8LYPT09xRSFjIU9S7WuE5eSk7MFXduSvJS2+R2kaGWqbSXB8aXfoxO5YwZCFdgVKvuF8AS/svt5yEmW4/l98Uh5cdz751i85w+0z23ef9/8/V+iN3x2cayUmpClb3zjG+KS0veA4qOPPiJFhUqKOw/ucPHkI27dPGde13zwwRUJB2wlAEJbYtIQNd4HlN4JFsfPMfoy7x6LWC20iuR7CWhyNgfsWIwpJGRpMzCr5RxZXYgvtJf4djnPJd//kw+ZLQ45Oa0wTirEEHYRuvvfdxQNtl1H3ee5IYmfedovOl86r3+J4689bo3Oce4viRWBF+ahT70HCmOFR+w0lLXFlYbCWfEp1mIB6WPH0HooagYj5zEGT+g7isOKRMIoxaJp0MZglEFbg3GZ8xqiJLQ5hykUWIPtMsrtPdYowtBR1RUpJtr1NZfPlzz65GPe+c473L1/gNWGhT9g6FtiEoH6ZtPx7OKKD37+c/63/+V/5muv3eDerWPefmOGUjOcFvce3w8sZjPi0BOTIgRP8JoYRWjYzMRXOAw9hbWs18+5eHLNxcVGgJ4EBwdH9L1swo4PKo4Wpdi+Ws1yfc39m/f48Qcfsl0OVPlmj0lScpVxsi4pcfEaXcdMRpi1kfTKEPJGNqld4RozPUMb1puNdEi0JiqhxlptMWa0FBS3pF1gjmim1usNRSk1iLZWxM5IUl6IEIJHDb/YO/6vVRgrpf5DZE78L/6yr00p/WPgHwO89dZbqR8GmrrGAS6LytbrNXfv3qXvJVRDOynm+q6j3W6lADOikm/mM0yMXC+XdF2HUoomOxsUhWM+mzF0AyF6URXncA7nHMF7zk5P6YaBq6urySZNAaW1rLsOUsIWBSg1FX6+75ln/vOQP+OEcsYoC05GrY8Oj3eq9bwIVXVN3TRUZcn19TXb7ZaqaXjy9AKUuF2gE//9//BPOTw85Hd/+3dEca/FJmlUX9Z1zbe//W2ul0tmdc17773HRz9/nydFwcnJCT/50bs8uHef23fuyM61kpbRWGBqpdgMPWjF6dEh0XvhBHsRXYwo8GazYT6fC7pfCz3i8vKSn7//Prfv36cGcE7cNzLH2ivF+x98wPn5uXwfpI0RY6QbBlRGt621HC0W1EXBst2yWa5QdT0J9bbrtXjohiAJVUVBVVWyWUqJ46OjzxhpX+zYPX/9rdRRUEUIfWKIEV94jJXJICpFlyJBa1xMuCyKtIs5V5eXNIcOV1lC26ODMAyxBpMUa99TeKitISRNryx9HBjw2AKK3tLRUxUFawKx3bK+vubpsyusclzaFZddx+27N1DrZ6io0MlQ1SVJSeFrnMN7oc6MY3bkwk8c5JQkRTGHOYwxwFrpzAMWHnzM9klaS7S7QhTM3kS64DHGMTOaLnk2JrEoS0pt6DdbjqzDG/FJlkYzgqqVDcpozs/OiEPk8OCY49MzZvOGb3z912iDjOHLJxdsr5fcunkLVxZ0fc+P3n2X2/fu8evf+Q7333iduzdujNeeOlsnCkIWCH5gsViQUmLbtmgtPtk2o8fjBO/KUoq8PVeDMREwkQgqoFX2O3ZSFK83YiNZGIM1jpuLHhd6VmlLPa9ZrduvZOy+/sYbab8wHNueVVmiUayur0EpukEQr6IoqOqaIVM/CiWb4QFJ2tR7Re4I0UXFC0XxrmiVoAvYuU6MHbTgPU1dv9gK330DlBJ0laRe4AKmMen5pYLt5ff4ZQq6/XMyUuVOTk545513uHPnLqenp3z04UPW65bZrOLv/O3foLQV7733EQ8fPaULCePNTuSmxkAKIC/q43cfN6JG77qOMUZU6qdCPgWFD1K4Kj0QzFikJjbbrYjFC58LZ0HthpQwRAoLf/wHP+TX3nnA+fkhroAhtnRdP1mJjtcghEBZlty6eYvBh912KH06evmzCtBfcE5/JeO2LFxSaoKA99//lVQwow1GSVafUolCG+pSU5fiVmC1oS4shdMMHmpXMJvXLGrHlCSoSlDCM2/7DjSURUNRFqAh6YgyCqMtUYs13xC9WDsmMhoqzkre+wxtKdphy9AFdFTQev7sj/6Iq+s1V89XpL5DWYstSoxVWBs5Pzii1Ia/8523ODguaa2m0JZKabH89BE/yJwzcsVFO6koCkMClss1i2qGSoo49DglnY3OG5SBeVOAbzEx8da9MxYlOGdIVqwCD06P2K7WHCwMBwc1V1drrjYdfYho7ZgbK5oKrTFW6rmUsnmB9xirKCpD1+7Gkcmorg+Rq6trtj57QluDz4W1MgaTwFkzOeSUTZ07GUy0JEGDI8vlUsa2MqQRgTYGdEJ/zhTwVy6MlVL/LvCvA7+XdjPNR8D9vafdy4993pths5etGdGaGKmqiq7rqKpq2tmnlDKPR1rryhjqpmTd9xRFQZPdGsYidJx4CIloFM+eX+GM4eDwkAQ8e/aMMhdZq+fPX7Bq8t4TvefZ5SUP7t9H5yJyQpOS+JN2fc8Pvv997t69S5kLagDyLmnchU8Tf+YwgtiejeKxZ8+eceRlkW39wE9+9jPeffddbt26xW/9xnc5PTrm+fUVh4eHNI3QG7rMwQ4x8vbbb0NKfPOdd1gul6zX64lWcXx6yuHhIavraxII0h4j88UCYwwHVc1Hl88xMUp7w+n8ecPEkTw9PRXfQpgKhdlsxsXFBcunT/GHB1w9veJo0dDU1VQcvP3228SM0Nd1PVm2jUKJyTUExKBb1B6TpZb3nsO64f1nFyya2QuoT8yFTLfZfiVj1wKLSlTfSUV0UpTWEkxiGDxBK/rBS1w0EZ1EADAMA4d1Q9cGUimJeH3b4RPowqKTp3aGqANx8BijsJkfqJIiKMAlVK3wUeNcwVDWrNZrnj9/zNmtM95/suSkgf56RVhfcXVQcXDQYGuLyQkAEgwjHQyV3T/GFrnNYqOUElEnMGBzGzugsCoSg3CMAxklUYqQ5DVGKZTT9DGxiYF57vQYY5jna94DVAVtXuiCFxTcGoMpS/TQEVXBUFWgE70Xwdr5+U0OT0555/Ztrq4v+WHXcXBwwMXTp7Tec/POHf6lf/l3OT05YbaYc3ZyTALqbMc2bsZSSlSVxnYdKD1tAkOMXG+28h10i1OawjmcFhs+78O0MR3nMK20WNhFEVOZ7Fgxn88B2Gw2JOUJ3QY19CTv+dmzx9TVLz8N/0rn3U/xTHfUiIGdc0lhC5x1Yhfm4+T+cLWVDpCDnPIWp3Mh+rKdcG+/yH1ZVAawXC7z4l3kiNcx2jiNGXi7c5B2rh/xFYjzyF386xz7xbP3nrquuX//Pjdv3mS73XJ+foOrd6549913eeONN2iaQ26cnWGqORuvePdHD/EEQpD5FIZMAUDaxXH8VpoUPIVzWdMhTgmMItfxMImkA1FJ12b81lLQiqgptLtNrTESNS//Qd9ZfvyjT3jy5Cm37h1x686Z2J/aAp/CJEBfLpdScJQlxliaWSO/T8sGcp/y8pdBjH+V41Za6oYQBhHJjw4m7MYXKW/UMpIYdcKYRFloihKO6hJtwVQW4yzRKnCWxok4vXCapGUcosZNQRRKQvT0WKx2BCUJeWZMzFOasqzYbrdo7SBpsSwzkRAHCpVQRaRtFevlVrjOlUMbRUw9ehj4+punJE4ZHJiUKEjYGIk+0AfNug0s6gpIlDHA4PFa5suqqAnJMmy7Sfegk3w2WzisdQy9RzkREBZFzdMnz3i+GUAZShJnBw2PHj8DU/PsegkLR+ENfgh0W0n57fstp7M5MQacMTjt6NuBLsDWtlTGUCg4P1pQ2EjbdoSkKYqGxXzB5fNnzGbzTFeNrLuBLgxCK4qKlDI9Lw+VcSMxxETqB0pnOT+Y0Q6ervcoEtaKNegoTLWmRKEJYcC4QGOhjImnmx6lf3GX7q9UGCulfh/4D4DfTSntOyX/U+C/VEr9J8Ad4G3gjz73DWNE955NigzX18KdyojB2MoafX3V9JKY2ymJTS4266pCOzct6P0w8OzqiqPDQ3FfCJHlaiM0CG0pCst6DwVdzGaT8Gm13aB85OzGGacZEbNaT7vmSUyhNderFbfu3mW52YC10i7QmjJTDwprRagzDJQj/1YpEVdF4eY0Bwc8/sH3uXj2DGUNm7Zls5Un+1IAABvnSURBVF5z99Ytvv2tb/Pg/n2G4Dk+OhL6hBYrrBFh8BllGRcb5xxHR0eCWuaiJ4RAmZFepzVN3gQELwXcQdOQlKLt+iw8qRCQ/MUith8DIYqCQive/Npb1NbxbLWkMGC1osiUiph2wpOUEtucIjiijOMkW5aleBuXJfPFIhcfHmcMVVHQdT1WacqiJASf2y4S5vDs2TPCq8V3X/jYVVqhHaSkqCuHRtThRikWlaYyFT2SNJhiyMmGUkBtAxQYrIeAxwNJaXQaOauKjY/MUHQxTOES0XvmxmFsRWsGrm2PcgbtHD54hmgISqFt5Ol1hPCcjz75hBQ8B7MZi4P5dD33UR8z8oNTymr3BLktGLM9lUoS/JJGbrHJ9ydZLJFrEhUTQUmrVsXIgSvQaif80SAUixgpjaX1Pms5zdTSTVpDCrSDnL/Oe976ta/TdR1Hh4d865t/S8ZpVVA1De1mw/zhIxJw48Y5N2/d4vzGDYkHLt1kK5ZAhER9T5GFm1plKoe1qJhwWhCWQAIfSFbTx0AY4oQWj5x38dUmI4E7t4R9MdCQBcQ1gTCriDHRdp7Nes16uwt5+DLHLuzSp6RWkXZjjGGi1eTfy+h/vf/YGKyzj3qOGw6tNFHtfJx3v2M3nzjnuLi4mDbe+/PE2BJPKe2zLQApPnaPqen5u+PVFImXP/8+peIXHeP7jO44MUZu376NUorf+73fo21bjo6OqJsZp8pw+84N3v3xz8W+L4EPg3CNM1Ks1ai+J48ZWcsSCqLe0RvSbvyMfuLjf2RgRmuFsyJ4Gs+duAAYkrKoJLzOQW2JvSE+92zbnqvLNd/61mv4HlL2mh2FolW2M1Ujr5jdpmn8rH3ff8pH+Becv1/puB03ccYY8edIaeI+7zZfuTBWiizLo3CaWaUpqoLSKozTFFZjDRgVKZC52Vglrf44oPIaaayZ0nZD6igrgyki1onXtNIJdBYpxwFtoFASkkISCzNjHIVVDH3LrLTYKABTCB6F0Ibqwk3BN01MhCSJbj0OTIGxicYOYncWxPc3KZk71SB01Dh4rNYUTclyORAJOGMxTtG2G0Fh+4EYAx89XfPR044nK/FYPp05rJcYZmcGSmNgEPFa9gCQDr4ueXbds9p4lNForTg+qqjqik8eXxG8Z1CKD59e09isgVEGo+X1zhUTla3tPX1SpKQlZCjbGZqYCPu0oxQpSjieN9D3RHoKZQhZ86GUfA6SoPJaGZp6xna7Yuh6Do5P+ebXXuPZduD7f/beLxxjn1sYK6X+K+BfAc6UUh8C/xGiKi2Bf54H4h+klP69lNKfK6X+W+D7SMvk308p/WIyx26007c9wQ+YspwK4nGCG2/CFxby3K7vc949uQgbFdEjXeDp1SWzpuHy2TXbrUzky9WaxUJ8S5Ue7dAM69UKYzSVq3i+WbPpNpRFJpAnSbuL2fEihsC2bXFliYlR7I1SVunDC4uFyopVZ60gc1pLwIP3fPDhh9w4P+fG2Q2xW/Mivjs5OOSt11/n/u07aC1x1mVRoGDi7gKTHYoxJnPgmFBvELN6YHLlGJPnxiIohEDX91ngoqZFZ4z9HQuAES0eUTWd45jrshJh4+Uls6bm8vqakCInxyfTYgcijBoFkEqpKZxjsVhQNw1FprA459hstxI5mReEkCKzpuH6+ophEATHWsN2u6XrOhE6fkVj1yYReGqnQBuSkh2uD3mSzGNH+JgyWRdWg5cFL/iAj0N2KhnLTrknCmNlTOiECqCMFdQ5ykTgU8AojTUl2hYYPRAGz2a54rWzQ1qvOK4lEOawtgxRsd52NFU5FQejW8XolJJgp0BN40ZwV0iERA53kCLKOiee2Grqm0/N8pTIDgN652KR/41mio82GZWZLBaTLPzKaFRQKCOi1ZPjY1AK4yyHJycQJNgmqkeURUnTzClcwWKxYLGYs1jMJXAnQVHuNmNjq7/PSJl1ljiEaTOQUt4IOJstflSmQcFkyQeS7JfvlZA9vOOeqFEp4W+PSn6jLYVLzOsEh4lV14so8isYuwlesDkcC1al5HrHwHQt958jQzO9UMRO3zXtOOrARGsb4+3H4jT0A2RO5zi/v6o1v1/Ajj/+vGJs/PHL3OLPPR+f8b77BeCYGFqWJZvNhps3b4qFaFFgrKaZ1dy5e5Pbt855+PFTgpaNMog/vlYjQh/yOBcRktIp32sx85I1YYhgx/CUSAz5syDiOele7uLWdd5MyEYlEhlQRIbsnRdTZLsN9D0yX6XAjds3OT1ZAAIyKKUlMeylc79/DsfNz65wZv85X/i4HTecKSX2s2NesOzM85jOY9lYgy0NtlDUVYlJEVdonBVh576ThDbyfK3AZW91bfIcFg3OzfPmQee08dGfHmQTEXDZg9MYg4pGXK4QHu5muaEuG8pCwLkhjKFiiTJ7/SutsEmRQhI3oLQTq83qGWnohNqmR2/wSApRBNK+pyobuq6V93FW/mhNMAanSwYV2HYbLq5WXG4CEcW8stw4tKw3W27fOKKykVkhEctDP+CHjqigDZFt29N6EbPZpEQUqhL9sJ3u5SLTIsMgBkXOCqXEdz1RRXSSsCptEjqOnOE85yMb4JQCWvl872jxmE4BbSIy8yYKZ6eEQj9E6cIgQshh6KYwquW64y8+eIRH5Vj5zz5+GVeKv/eKh/+zX/D8fwT8o8973xdeA6y7lmgkirkoCllcvBe1f5CQD2tEVTsiriM3xeU7I4Qw0SzGAtVozXK7Yb1tub5aEaKYP3etpmlKScTLLcPVckWbC7XSFjy72tANPRopwEfVfcwTf8oCnqaZsezWL/Ayx53+SL0gShKW956oMj8zRVSIlLVYz735+utii9OLY0TTNJweH1NVFdu+I5Kk7f3S4tR1nYh+cvSiGjmf2fZs3GRICIFBO4uOgo5pyGbaO1uh/aJ65AMrpfBhICX57IW1OCPoWkIW/qosaJqZ2BiFwKbdMqsbUWkrxXq9ZDZvhF+XgaCxGKvyhkEleaxwTkQ4fS+ij5Qoi4LVek3bCSfTOXF9qKtqEgZ+2WOXBFZDT0IYO3LeSqMIaFrvpb2OFIEyXWYroehJmHydFEXOo/cxEZXGojDKEwy4pPGiREBpy5AGktLCn9MaqxxWOTyG7WbL008ec+vkhPmiQpG4f7Bgu1mz6gYOul4CWvI1TzF9ahGE3DHXu7a4USqHbySICaOVqJAF2sqJWHJSXuCHKlEuK6UmbpeBTD/YIdeiw1DS+txb5IzSVHXN7Vu3mDWNIL4x4soCm6CqKi5XK2wzn3yvi6IQm6XsH64Qz+396VC+RxBLQKVRKk5FXYiRFANFNvQvMNMGYtzopXwtfYgTtSrl943Z81xrLcl/StEH2TwopKNSN5GjxexTwqs8Fr/4scuni8GpCIUsast5LunFMfIq5HW83vuF8j7yOyLLQ99LYI2znyqYX/VZdv//ym/wQrG+T6P4LC7sZ9EAXn7++Lz9wngsCvu+FxpJtvcaNwiFU5ydHPLWm/d4/MkTopfwB5URefnEo6frXtrgntNGyvZXwC6REqHnCHKb/emVBIT4sWDOm1t5TxnXVgFodMoc54ywpo3n/Z9csPED189nPHj9Hm3bYa1B6+KV88F4bsZ1LmXQ4qVz+MWPW7UDncZuhnS54ktx4LJ5sBZcqalKS1UaikJTJEWZA2vEjk2KLKcNSpELNtkIJcRmTOW1agRv5PyM3tS76xeD2FP65AUlVaI1ScGz6bZkbxIiRhxhYsL7AZ38NKeaPG8YFSHkfBaVqSEoUA5rAykOuUsgjjI6ZX/k4Ekp4rLdqVKK4GVjnqLkLKSkMBbKItHYkpODinmVIEUWpUOFHpPPwTAIX3pIie2QcpCHwxZ68qsfQqLftiTs1Fm3WpD2ISmI0PmEcwLmWW0yimwwyYvVa+5Ojt7nhTEY6zFKvMGVzkmSRkPcuYBog/gcexG1K2IGEzu0FpeMbd/zsw8+lk2S+eJdKf7aR4iRddfRzGeTgfymbek2G4xzRMicJzNxy0aj9ZQSdVkK0Tp/WaM1KvtapRiZ1w3b7VbI6LlNKK0NM5lQG615/uwpGItG4ZSiLETp2/c9ZVlOk6QxcmLVWIQHcUqYz+eklCYO7dgeVCnhu56+3ZKsnege5O/wa9/8Bqn3zDMVYqSQjAXtkIvhPkTSdivos7VCx7CW9XqdVaYDNt8Io+hj5Oz5OIqtLHVTC8qo5TUJmM1mLJfL6TsWRTGhAqPzRFUVDIPsvlJMaAOL2ZxN1zK0HbP5gqqquNs0rFYrQbJjYr1aUs5n9H1HUnnwKoncnjWN0C18ACdpbzG+GDIxopopJQ6ODhmGgaEfICmqqqAu5/hfkkrxKz8UYEFHm4NpQCPnRmnNkC0F9Q6Il6IjiJevLnKErLGgFclLoRq0wqGlzVZobK8I5HQhhHIRFdRlzTBsZcHCEJM4ozx5+IiHt+9xFiPbvud81vBsfY02ips+TgtJQv4/5gVOOPF7cdF50iNvNFWMkDLXUaBFYoqSBDkGDrBDHiGHliDcPQMQAuT0qJQLTR/CtOlNE9Ks8T5mruOMw/kco8Xez+dNsNPSAbl18xZOK5x1E4fYGI0PPt9P8riCPceNiLMOpTX9MEybQK0l3GPwwu8OMcJ4L8PUxSCJWn8dBxH07nW1ZEGVQ1q6O3FTSmKZ14dA3w34lwRDX+Yx+cGCtPXTLgQmpuzEngv+X6aYnN43L4z1uGFNO6/ctuuYFSXOWeEIpxFFld83puKNr1Ev/d6Xwd+xzb//ecbi+GUax2cVxa/6TuOxj0SOtJi+7ych9O47SxeiLgvefPMWf/L/aq5bBTrkRsqeR/f+hmL37og9jHiea21f/Lzj35UCZUgp5kQ8pk3b+PlDHo/aWBQ2byrGjcMY5GH48GcP+fnQUTcNPrbM5jVF4aZz91nX/JehUHxRR0rs2UmOIS855VapDN4ojAJnNYUzlIVlVjmhMDhojMPaAqUFIXeFFFcuaaFpJHG6EvFani9IuKJAa/FtH9dKpfbGf8pAASlTaCIw+vJ7tu2Kg8WMFKDzEeUDKUU0EWsEFFDkAjBbkaU8JxW2oM00FmOylzIRpUS3IvQBS1EWXD9f0lS1cNaV2PkNmSPeDz0xGohwfjynLFqsrZg3Mzq/4XC2YDt0XG7XEuEcE4Pv6Xxg0yWSgYPaor0WNDsq8ccOER/0lDSXUqK0RoCefGq2PTROaqIYPFoJjcUiwsioNcmLy5U1iaYqpIjP4FgkZqDFkVKPsC48PqhsjRom6oVzUvdoPVIsUr6/JJjqFx1/IwrjGAInp6foIFGWY8FrioLCOW6cn7Pdbun7noHdZB5jnEIwDg8PJ6TCD+KqgNaTUf/iYMHjRxdAoiwq5vMZTV2Lm0Tfk8qSFBObbsO8bnALS2GlbV3UNW3bUhQFfddJJHRWKvd9T5UFf1VV0fW9eCjnz+lysIfWmmgt1chTS4lOwcr3VD4wr0qet+0LqDMIYnt5eYmrq2x1srshRwRmRI3btuX4+BhXCH9nPD8jL8w5h0NRltlODtimRDA739pRUJSSqLF92CUCGl3gavldl9dXpBg5OTmhKAra1Wp67Xa7pa5r5vM5XdvyFz/8IXdef43Tm7cpVcG2306osFjGKVrvMTFijRMOU245joN8nxZSlSWrYUM/DBSlwxpDu/3lxXe/6iNEiyHg0xhCAD4p1sFThERRWUGHkgi0DNAPXsSZVhNCIqQIUeWYcBhSZIgBi+UqJIoUcdZgc6FigKXfUpIRAqfwVqGtxgzCx203az5aX3J2cspq23F0fEK9qBhSkLZfEo/H5OV3jTHggooiquXMbywzQpL2FuAYRfoUlEaTFdl50QXxc5VoZ/HNTpkHyZgGl4uwGCO9D8yLkkjMVmgWEyVwxljpSKhcFDjncOOGz3u0s5xm20P2Fm2tDS5z1MbPJGlIYSowNn1HaQuWbcusKHcoekq5dboXox13rx0LubqpiX2HNdJRUvl+HDURbduy6Trhzs9m9H3Pdrul3XZs1i2DHz4LCv3CDwXZF1eOKO2ATLEa6T8pI3Kf816fQm2FQkMQRbl0vESVP5vNKLJnrybhg5+KT2vt5FnuQ0ZO1T7NIr3ydH36sR3C/Vct4l5VII/r0OHh4fSZ9rn6MRekt2/e5P5rt/n+9UOUSjsxXR7zxDh1TRISCCKjHMh8S58/u3MOoicGhVY2o33S1TDGiCYh7YIUjDFC6cn/bvtOKCspYYxs1GKAPg2oaJkvZvyL/+OPuPvgFg/u3RSRqSvQWrFPofoqi+H9I8W9UCcl1pPDaAuaO5EqKakfSkNTO5qmYtYUGBWonMl0KC0x71ZjnRa7uyhrrNYaa6RDaTKNSxkFRnylJYrco7GAmuibWknnL4WOEHI3MfbSdbKaw3kNvmMIYrsngaTi4audYeg2HFQ1qSi5Xi0pbIHV4oXdh4HKWRSKIXVcX8uaWzhDioKxFoX7/9s7mx65jioMP6du3du3e2Y8H3YcR06UQOIgZUOAKLBgwwYlbMISNmSBlN8QKf8CCSGxQAkb2CGyJGTDCokgBZIgktgBZIzJh8fxeLr7flaxqOqeHsejOMKeO337PFKrP9xy19v3ndvnVp06B5NAWxdMHdjU0LpQdi9JMpq6iY0uHGmWsJEkjLKMpm4ppntMyypuLExAQmfZtmmYlDX7paPCciq3iGliQB8mFYqYI58aS1WHusRZKmTGMzBhUq9sHY0XdvcLzm5mZAZc09IQVvbC+RVSm5IPhEEqWAe1y3BJmJ2fp275UI1oNBxRViXegU0tpOBMyL13jQcTU03j6v3h3PmjORGBsTEhf3Vdwg+6j0ugSZays7k1r74gIjSuDUv5MV1ixmympyxLpnVF0zoGxrC9vc3lK1eYlhPOP3iOspjlUaWMx2PWswwXT7wPP/IIVax0QWLZGuWMgP3plDzPGY/HSNMw2Yt1klNLWVWsn94hiz+IWWxgMftx9LGcWuUdaZbSVjXleIxHGG2sc2ZziywGFqdOnZrnCbex0P71WCmjvTlmfTQMLWtjsDsLeG/cuEFd15x+4BythJzNNE3nM9ZpmrL76adYa5l6B87inYmtWWHSNtx/+gybm5vs3bzJIMvwPmyUy/N8vsktz9domjLk92Yp++MxH+9e48Kjj7G3v8+0KOZl2rIsC99RkvD4Vx7n8ocfktaObN2wsb5BYpN5rrRrWqZtQwvzzVy4NjaROAjErA1tOXd2djCScGPvJtc/vQ51hfmcTjb3Cu+gmJQQc9AGSZgdbl3DUAxkhmIyDd39BCSuCGSpZdpWoduiMdAeLAt6Qq1OVzVYMewULTWeyjnK2AlxgDAQD23NlJrENSSpwaQGWyVkicFOC86cP8ebH/yH3DseeuQ8w9jKuyZsMJMY+CUmFPH3ztPGknKztIGBCU0+ZheZs9WQ+QnHO0RqcLEFsCH8SHiYGgMuXMUnHFy0S0yhmGGtnUc3lrCBU7KEDE/VNgwlwdtknqYTfoDipthBRl0ctE+fBQlN05DFet0QLpjnNTVnwbJAWzdsbWxQFeV8xecgj95gvKcoikNlrWY45xiNRrSNo57lK1tLYm2ou2nDrLjzPtY1Dnn0sxP0uCxY+0yt3m6Yn7M8oRa1cwuJvYffe+sM8a1lskKepOHG3l7cLLwQOENYHXHECyFz6Hud/V+TSdinlefDeYnMOwnOfJy1u5O84jth9rnXrl1DRDh79uz8/DvXdGtKAZ4nv/ZV3vnbP0gYxtr15lCwvhhMt23LfE/hfII4PGiaJi5Q+FCT1nlMzP1fLFG3uBenaZr5BemsYc8syyD8DXqsTxFvKceeteEW/7p4lQ/eu8Sjjz3I09/8Bm1z0Np8cTxdB8iJiUlpcWbbx/PIQY68kFrLcJY6YcGaGuOFLEkRk2MGQpaFiSuTeIxxOCpSE367dnd3GbiwEdHaMENsJHTB9IRjmUiOcw11XYa9FkmCr2o2Rnlo2FJ6plKTZ8J6YhDnyYYblFVBhqOqLbvXJ0zbhtFaxn3DEQzCBm43LdnMcqo6nHPLqqUsSkbrGTYLqedruaUsWqauxVhhuDagrUvKomI4GjDM18OmdRPK304nYWVxe3ubum25uTdhMt3H1R68ofEJLhkySgw2Schc3GSZDKkwjGtPlgjba2v4piC3jsufTCh86FC6liY0TcUoTZiWElLMPCQp5JkwbIVJEcrJTaYeRinbW9uMywJfVWS5Jc1S9vb2MBgsOQPbhqZKNsN5x37U4JwnMSlFUeN9PO7GI7bB+xZf5uHCO4XUh42Qxh80shqNRsDukR6Trk0OICIfA2Pgk67Hco85Q781dq3vYe/9fcf5gSJyE3j3OD+zA7o+rsdBlxqP3beg3u0RK+VdjRd6xYn07okIjAFE5A3v/VNdj+Ne0neNfdd3O1ZBs2rsJ6ugWTX2k1XQrBq7w3z+WxRFURRFURSl/2hgrCiKoiiKoiicrMD4510P4Bjou8a+67sdq6BZNfaTVdCsGvvJKmhWjR1xYnKMFUVRFEVRFKVLTtKMsaIoiqIoiqJ0RueBsYg8IyLvishFEXmx6/HcLUTknyLyloi8KSJvxNd2ROQ1EXk/3m93Pc4vgoj8QkQ+EpG3F167rSYJ/CQe17+KyNe7G/m9Qb27PKh3D9NH7/bRt6DeXaSPvoV+eneZfdtpYCwiCfBT4FngCeCHIvJEl2O6y3zHe//kQjmSF4HXvfcXgNfj82XiZeCZW147StOzwIV4ewH42TGN8VhQ76p3l5Wee7dvvgX1LtB730L/vPsyS+rbrmeMnwYueu8/8N5XwK+B5zoe073kOeCV+PgV4PsdjuUL473/A59tF3OUpueAX/rAH4EtEXngeEZ6LKh3lwj17iFWybtL7VtQ7y6wSr6FJffuMvu268D4PHB54fm/42t9wAO/E5E/i8gL8bX7vfdX4+P/Avd3M7S7ylGa+nxsod/61Lv9PbbQX32r4ltYTe/2WduqeHcpfGu7+uAV4Nve+ysichZ4TUT+vviP3nsvIr0qCdJHTSuKeldZRlbOt9BfXSvGynn3JGvqesb4CvDQwvMH42tLj/f+Srz/CPgNYRnow9nyQLz/qLsR3jWO0tTbYxvprT71bn+PbaSX+lbIt7Ca3u2tthXy7lL4tuvA+E/ABRH5kohkwA+AVzse0/+NiKyJyMbsMfBd4G2Ctufj254HftvNCO8qR2l6FfhR3G36LeDGwhJKH1DvLj/q3Z54d8V8C6vp3d75FlbOu8vhW+99pzfge8B7wCXgpa7Hc5c0fRn4S7y9M9MFnCbsxHwf+D2w0/VYv6CuXwFXgZqQA/TjozQBQthBfAl4C3iq6/Hfg+9DvbskN/XuZ76PXnm3r76NGtS7B99Fr3wbNfXSu8vsW+18pyiKoiiKoih0n0qhKIqiKIqiKCcCDYwVRVEURVEUBQ2MFUVRFEVRFAXQwFhRFEVRFEVRAA2MFUVRFEVRFAXQwFhRFEVRFEVRAA2MFUVRFEVRFAXQwFhRFEVRFEVRAPgfv+fzVAw8X2EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pet_dataloader.val_loader_params['batch_size'] = 1\n",
    "fig, axes = plt.subplots(3, 4, figsize=(12, 12))\n",
    "axes = axes.flatten()\n",
    "models_num = 5\n",
    "\n",
    "for index, val_data in enumerate(pet_dataloader.val_dataloader()):\n",
    "    if index == len(axes):\n",
    "        break\n",
    "    target_pawpularity = val_data['pawpularity'][0]\n",
    "    kfold_predictions = []\n",
    "    val_data['x_data'] = val_data['x_data'].to('cuda')\n",
    "    val_data['additional_features'] = val_data['additional_features'].to('cuda')\n",
    "\n",
    "    for fold_number in range(models_num):\n",
    "        nn_model = kfold_nn_models[fold_number]\n",
    "        cat_model = kfold_cat_models[fold_number]\n",
    "        logit, nn_features = nn_model(val_data, sigmoid=True, return_features=True)\n",
    "        logit = logit.cpu().detach().item()\n",
    "        catboost_features = np.hstack([nn_features.cpu().detach().numpy(), val_data['additional_features'].to('cpu').numpy()])\n",
    "        \n",
    "        nn_pred = logit * 100\n",
    "        catboost_pred = cat_model.predict(catboost_features)[0]\n",
    "        \n",
    "        kfold_predictions.append(nn_pred*w_nn + catboost_pred*w_catboost)\n",
    "\n",
    "    pred_pawpularity = round(sum(kfold_predictions) / len(kfold_predictions), 2)\n",
    "\n",
    "    img_source = cv2.imread(val_data['image_path'][0], cv2.IMREAD_COLOR)\n",
    "    img_source = cv2.resize(img_source, dsize=(128,128))\n",
    "    axes[index].imshow(img_source)\n",
    "    axes[index].set_title(f\"target: {target_pawpularity}\\npred: {pred_pawpularity}\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ySl_xDG91yPN"
   },
   "source": [
    "#5 Формирование файла для сабмита в Kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "id": "25nN3l6Au2gW"
   },
   "outputs": [],
   "source": [
    "models_num = 5\n",
    "\n",
    "with open('submission.csv', 'w', encoding='utf-8') as file:\n",
    "    \n",
    "    header = 'Id,Pawpularity\\n'\n",
    "    file.write(header)\n",
    "    \n",
    "    for image_data in pet_dataloader.predict_dataloader():\n",
    "        \n",
    "        image_data['x_data'] = image_data['x_data'].to('cuda')\n",
    "        image_data['additional_features'] = image_data['additional_features'].to('cuda')\n",
    "        \n",
    "        kfold_predictions = []\n",
    "        \n",
    "        for fold_number in range(models_num):\n",
    "            \n",
    "            nn_model = kfold_nn_models[fold_number]\n",
    "            regression_model = kfold_cat_models[fold_number]\n",
    "            logit, features = nn_model(image_data, sigmoid=True, return_features=True)\n",
    "            logit = logit.cpu().detach().item()\n",
    "\n",
    "            catboost_features = np.hstack([nn_features.cpu().detach().numpy(), image_data['additional_features'].to('cpu').numpy()])\n",
    "\n",
    "            nn_pred = logit * 100\n",
    "            catboost_pred = regression_model.predict(catboost_features)[0]\n",
    "\n",
    "            kfold_predictions.append(nn_pred*w_nn +catboost_pred*w_catboost)\n",
    "        \n",
    "        predict = sum(kfold_predictions) / len(kfold_predictions)\n",
    "        \n",
    "        file_hash = image_data['hash'][0]\n",
    "        text = f'{file_hash},{predict}\\n'\n",
    "        file.write(text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xKXh_O5DKX4r"
   },
   "source": [
    "# 6 Результат модели на Kaggle\n",
    "\n",
    "Без использования блока CatBoost:\n",
    "\n",
    "Private Score: 17.55870  \n",
    "Public Score: 18.24565\n",
    "\n",
    "С использованием блока CatBoost:\n",
    "\n",
    "Private Score: 17.46633  \n",
    "Public Score: 18.25116\n",
    "\n",
    "\n",
    "В результате работы получено 1650 место из 3537 в Private Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 652
    },
    "id": "rFjfErmRLNuc",
    "outputId": "c269fa35-90ef-42d8-803c-7c38b89b60fc"
   },
   "outputs": [
    {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"files/private_leaderboard.JPG\")"
   ]
  }
 ],
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  "accelerator": "GPU",
  "colab": {
   "background_execution": "on",
   "collapsed_sections": [],
   "machine_shape": "hm",
   "name": "PetFinder Демонстрация модели.ipynb",
   "provenance": []
  },
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